{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for Finance (2nd ed.)\n",
    "\n",
    "**Mastering Data-Driven Finance**\n",
    "\n",
    "&copy; Dr. Yves J. Hilpisch | The Python Quants GmbH\n",
    "\n",
    "<img src=\"http://hilpisch.com/images/py4fi_2nd_shadow.png\" width=\"300px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Financial Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pylab import mpl, plt\n",
    "plt.style.use('seaborn')\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Financial Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = '../../source/tr_eikon_eod_data.csv'  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Date,AAPL.O,MSFT.O,INTC.O,AMZN.O,GS.N,SPY,.SPX,.VIX,EUR=,XAU=,GDX,GLD\\n',\n",
       " '2010-01-01,,,,,,,,,1.4323,1096.35,,\\n',\n",
       " '2010-01-04,30.57282657,30.95,20.88,133.9,173.08,113.33,1132.99,20.04,1.4411,1120.0,47.71,109.8\\n',\n",
       " '2010-01-05,30.625683660000004,30.96,20.87,134.69,176.14,113.63,1136.52,19.35,1.4368,1118.65,48.17,109.7\\n',\n",
       " '2010-01-06,30.138541290000003,30.77,20.8,132.25,174.26,113.71,1137.14,19.16,1.4412,1138.5,49.34,111.51\\n']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = open(filename, 'r')  \n",
    "f.readlines()[:5]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "uuid": "53a33e39-a3ff-4c95-b0f2-a94d727ae0da"
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(filename,  \n",
    "                   index_col=0, \n",
    "                   parse_dates=True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "uuid": "53a33e39-a3ff-4c95-b0f2-a94d727ae0da"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n",
      "Data columns (total 12 columns):\n",
      "AAPL.O    2138 non-null float64\n",
      "MSFT.O    2138 non-null float64\n",
      "INTC.O    2138 non-null float64\n",
      "AMZN.O    2138 non-null float64\n",
      "GS.N      2138 non-null float64\n",
      "SPY       2138 non-null float64\n",
      ".SPX      2138 non-null float64\n",
      ".VIX      2138 non-null float64\n",
      "EUR=      2216 non-null float64\n",
      "XAU=      2211 non-null float64\n",
      "GDX       2138 non-null float64\n",
      "GLD       2138 non-null float64\n",
      "dtypes: float64(12)\n",
      "memory usage: 225.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>30.950</td>\n",
       "      <td>20.88</td>\n",
       "      <td>133.90</td>\n",
       "      <td>173.08</td>\n",
       "      <td>113.33</td>\n",
       "      <td>1132.99</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.4411</td>\n",
       "      <td>1120.00</td>\n",
       "      <td>47.71</td>\n",
       "      <td>109.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>30.960</td>\n",
       "      <td>20.87</td>\n",
       "      <td>134.69</td>\n",
       "      <td>176.14</td>\n",
       "      <td>113.63</td>\n",
       "      <td>1136.52</td>\n",
       "      <td>19.35</td>\n",
       "      <td>1.4368</td>\n",
       "      <td>1118.65</td>\n",
       "      <td>48.17</td>\n",
       "      <td>109.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>30.770</td>\n",
       "      <td>20.80</td>\n",
       "      <td>132.25</td>\n",
       "      <td>174.26</td>\n",
       "      <td>113.71</td>\n",
       "      <td>1137.14</td>\n",
       "      <td>19.16</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1138.50</td>\n",
       "      <td>49.34</td>\n",
       "      <td>111.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>30.452</td>\n",
       "      <td>20.60</td>\n",
       "      <td>130.00</td>\n",
       "      <td>177.67</td>\n",
       "      <td>114.19</td>\n",
       "      <td>1141.69</td>\n",
       "      <td>19.06</td>\n",
       "      <td>1.4318</td>\n",
       "      <td>1131.90</td>\n",
       "      <td>49.10</td>\n",
       "      <td>110.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-01        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-04  30.572827  30.950   20.88  133.90  173.08  113.33  1132.99  20.04   \n",
       "2010-01-05  30.625684  30.960   20.87  134.69  176.14  113.63  1136.52  19.35   \n",
       "2010-01-06  30.138541  30.770   20.80  132.25  174.26  113.71  1137.14  19.16   \n",
       "2010-01-07  30.082827  30.452   20.60  130.00  177.67  114.19  1141.69  19.06   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-01  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-04  1.4411  1120.00  47.71  109.80  \n",
       "2010-01-05  1.4368  1118.65  48.17  109.70  \n",
       "2010-01-06  1.4412  1138.50  49.34  111.51  \n",
       "2010-01-07  1.4318  1131.90  49.10  110.82  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "      <td>98.39</td>\n",
       "      <td>50.71</td>\n",
       "      <td>1663.15</td>\n",
       "      <td>221.54</td>\n",
       "      <td>271.00</td>\n",
       "      <td>2717.07</td>\n",
       "      <td>17.33</td>\n",
       "      <td>1.1702</td>\n",
       "      <td>1265.00</td>\n",
       "      <td>22.01</td>\n",
       "      <td>119.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "      <td>99.08</td>\n",
       "      <td>49.67</td>\n",
       "      <td>1691.09</td>\n",
       "      <td>221.58</td>\n",
       "      <td>271.60</td>\n",
       "      <td>2723.06</td>\n",
       "      <td>15.92</td>\n",
       "      <td>1.1645</td>\n",
       "      <td>1258.64</td>\n",
       "      <td>21.95</td>\n",
       "      <td>119.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "      <td>97.54</td>\n",
       "      <td>48.76</td>\n",
       "      <td>1660.51</td>\n",
       "      <td>220.18</td>\n",
       "      <td>269.35</td>\n",
       "      <td>2699.63</td>\n",
       "      <td>17.91</td>\n",
       "      <td>1.1552</td>\n",
       "      <td>1251.62</td>\n",
       "      <td>21.81</td>\n",
       "      <td>118.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "      <td>98.63</td>\n",
       "      <td>49.25</td>\n",
       "      <td>1701.45</td>\n",
       "      <td>223.42</td>\n",
       "      <td>270.89</td>\n",
       "      <td>2716.31</td>\n",
       "      <td>16.85</td>\n",
       "      <td>1.1567</td>\n",
       "      <td>1247.88</td>\n",
       "      <td>21.93</td>\n",
       "      <td>118.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "      <td>98.61</td>\n",
       "      <td>49.71</td>\n",
       "      <td>1699.80</td>\n",
       "      <td>220.57</td>\n",
       "      <td>271.28</td>\n",
       "      <td>2718.37</td>\n",
       "      <td>16.09</td>\n",
       "      <td>1.1683</td>\n",
       "      <td>1252.25</td>\n",
       "      <td>22.31</td>\n",
       "      <td>118.65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O   AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                          \n",
       "2018-06-25  182.17   98.39   50.71  1663.15  221.54  271.00  2717.07  17.33   \n",
       "2018-06-26  184.43   99.08   49.67  1691.09  221.58  271.60  2723.06  15.92   \n",
       "2018-06-27  184.16   97.54   48.76  1660.51  220.18  269.35  2699.63  17.91   \n",
       "2018-06-28  185.50   98.63   49.25  1701.45  223.42  270.89  2716.31  16.85   \n",
       "2018-06-29  185.11   98.61   49.71  1699.80  220.57  271.28  2718.37  16.09   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2018-06-25  1.1702  1265.00  22.01  119.89  \n",
       "2018-06-26  1.1645  1258.64  21.95  119.26  \n",
       "2018-06-27  1.1552  1251.62  21.81  118.58  \n",
       "2018-06-28  1.1567  1247.88  21.93  118.22  \n",
       "2018-06-29  1.1683  1252.25  22.31  118.65  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(figsize=(10, 12), subplots=True);  \n",
    "# plt.savefig('../../images/ch08/fts_01.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "instruments = ['Apple Stock', 'Microsoft Stock',\n",
    "               'Intel Stock', 'Amazon Stock', 'Goldman Sachs Stock',\n",
    "               'SPDR S&P 500 ETF Trust', 'S&P 500 Index',\n",
    "               'VIX Volatility Index', 'EUR/USD Exchange Rate',\n",
    "               'Gold Price', 'VanEck Vectors Gold Miners ETF',\n",
    "               'SPDR Gold Trust']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL.O   | Apple Stock\n",
      "MSFT.O   | Microsoft Stock\n",
      "INTC.O   | Intel Stock\n",
      "AMZN.O   | Amazon Stock\n",
      "GS.N     | Goldman Sachs Stock\n",
      "SPY      | SPDR S&P 500 ETF Trust\n",
      ".SPX     | S&P 500 Index\n",
      ".VIX     | VIX Volatility Index\n",
      "EUR=     | EUR/USD Exchange Rate\n",
      "XAU=     | Gold Price\n",
      "GDX      | VanEck Vectors Gold Miners ETF\n",
      "GLD      | SPDR Gold Trust\n"
     ]
    }
   ],
   "source": [
    "for ric, name in zip(data.columns, instruments):\n",
    "    print('{:8s} | {}'.format(ric, name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n",
      "Data columns (total 12 columns):\n",
      "AAPL.O    2138 non-null float64\n",
      "MSFT.O    2138 non-null float64\n",
      "INTC.O    2138 non-null float64\n",
      "AMZN.O    2138 non-null float64\n",
      "GS.N      2138 non-null float64\n",
      "SPY       2138 non-null float64\n",
      ".SPX      2138 non-null float64\n",
      ".VIX      2138 non-null float64\n",
      "EUR=      2216 non-null float64\n",
      "XAU=      2211 non-null float64\n",
      "GDX       2138 non-null float64\n",
      "GLD       2138 non-null float64\n",
      "dtypes: float64(12)\n",
      "memory usage: 225.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2216.00</td>\n",
       "      <td>2211.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>60.29</td>\n",
       "      <td>28.57</td>\n",
       "      <td>22.51</td>\n",
       "      <td>213.60</td>\n",
       "      <td>146.61</td>\n",
       "      <td>133.99</td>\n",
       "      <td>1338.57</td>\n",
       "      <td>13.07</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1221.53</td>\n",
       "      <td>22.14</td>\n",
       "      <td>117.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>117.24</td>\n",
       "      <td>54.37</td>\n",
       "      <td>34.71</td>\n",
       "      <td>698.85</td>\n",
       "      <td>192.13</td>\n",
       "      <td>210.99</td>\n",
       "      <td>2108.94</td>\n",
       "      <td>19.07</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1428.24</td>\n",
       "      <td>48.34</td>\n",
       "      <td>139.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O   MSFT.O   INTC.O   AMZN.O     GS.N      SPY     .SPX     .VIX  \\\n",
       "count  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00   \n",
       "mean     93.46    44.56    29.36   480.46   170.22   180.32  1802.71    17.03   \n",
       "std      40.55    19.53     8.17   372.31    42.48    48.19   483.34     5.88   \n",
       "min      27.44    23.01    17.66   108.61    87.70   102.20  1022.58     9.14   \n",
       "25%      60.29    28.57    22.51   213.60   146.61   133.99  1338.57    13.07   \n",
       "50%      90.55    39.66    27.33   322.06   164.43   186.32  1863.08    15.58   \n",
       "75%     117.24    54.37    34.71   698.85   192.13   210.99  2108.94    19.07   \n",
       "max     193.98   102.49    57.08  1750.08   273.38   286.58  2872.87    48.00   \n",
       "\n",
       "          EUR=     XAU=      GDX      GLD  \n",
       "count  2216.00  2211.00  2138.00  2138.00  \n",
       "mean      1.25  1349.01    33.57   130.09  \n",
       "std       0.11   188.75    15.17    18.78  \n",
       "min       1.04  1051.36    12.47   100.50  \n",
       "25%       1.13  1221.53    22.14   117.40  \n",
       "50%       1.27  1292.61    25.62   124.00  \n",
       "75%       1.35  1428.24    48.34   139.00  \n",
       "max       1.48  1898.99    66.63   184.59  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe().round(2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL.O      93.455973\n",
       "MSFT.O      44.561115\n",
       "INTC.O      29.364192\n",
       "AMZN.O     480.461251\n",
       "GS.N       170.216221\n",
       "SPY        180.323029\n",
       ".SPX      1802.713106\n",
       ".VIX        17.027133\n",
       "EUR=         1.248587\n",
       "XAU=      1349.014130\n",
       "GDX         33.566525\n",
       "GLD        130.086590\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O  MSFT.O  INTC.O   AMZN.O    GS.N     SPY     .SPX   .VIX  EUR=  \\\n",
       "min      27.44   23.01   17.66   108.61   87.70  102.20  1022.58   9.14  1.04   \n",
       "mean     93.46   44.56   29.36   480.46  170.22  180.32  1802.71  17.03  1.25   \n",
       "std      40.55   19.53    8.17   372.31   42.48   48.19   483.34   5.88  0.11   \n",
       "median   90.55   39.66   27.33   322.06  164.43  186.32  1863.08  15.58  1.27   \n",
       "max     193.98  102.49   57.08  1750.08  273.38  286.58  2872.87  48.00  1.48   \n",
       "\n",
       "           XAU=    GDX     GLD  \n",
       "min     1051.36  12.47  100.50  \n",
       "mean    1349.01  33.57  130.09  \n",
       "std      188.75  15.17   18.78  \n",
       "median  1292.61  25.62  124.00  \n",
       "max     1898.99  66.63  184.59  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.aggregate([min,  \n",
    "                np.mean,  \n",
    "                np.std,  \n",
    "                np.median,  \n",
    "                max]  \n",
    ").round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changes Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>23.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.052857</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.79</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.30</td>\n",
       "      <td>3.53</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-0.0043</td>\n",
       "      <td>-1.35</td>\n",
       "      <td>0.46</td>\n",
       "      <td>-0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.487142</td>\n",
       "      <td>-0.190</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>19.85</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.055714</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-2.25</td>\n",
       "      <td>3.41</td>\n",
       "      <td>0.48</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.0094</td>\n",
       "      <td>-6.60</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAPL.O  MSFT.O  INTC.O  AMZN.O  GS.N   SPY  .SPX  .VIX    EUR=  \\\n",
       "Date                                                                           \n",
       "2010-01-01       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN     NaN   \n",
       "2010-01-04       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN  0.0088   \n",
       "2010-01-05  0.052857   0.010   -0.01    0.79  3.06  0.30  3.53 -0.69 -0.0043   \n",
       "2010-01-06 -0.487142  -0.190   -0.07   -2.44 -1.88  0.08  0.62 -0.19  0.0044   \n",
       "2010-01-07 -0.055714  -0.318   -0.20   -2.25  3.41  0.48  4.55 -0.10 -0.0094   \n",
       "\n",
       "             XAU=   GDX   GLD  \n",
       "Date                           \n",
       "2010-01-01    NaN   NaN   NaN  \n",
       "2010-01-04  23.65   NaN   NaN  \n",
       "2010-01-05  -1.35  0.46 -0.10  \n",
       "2010-01-06  19.85  1.17  1.81  \n",
       "2010-01-07  -6.60 -0.24 -0.69  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diff().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL.O    0.064737\n",
       "MSFT.O    0.031246\n",
       "INTC.O    0.013540\n",
       "AMZN.O    0.706608\n",
       "GS.N      0.028224\n",
       "SPY       0.072103\n",
       ".SPX      0.732659\n",
       ".VIX     -0.019583\n",
       "EUR=     -0.000119\n",
       "XAU=      0.041887\n",
       "GDX      -0.015071\n",
       "GLD      -0.003455\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diff().mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2010-01-01</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-0.034</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O  AMZN.O   GS.N    SPY   .SPX   .VIX   EUR=  \\\n",
       "Date                                                                            \n",
       "2010-01-01     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-01-04     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN  0.006   \n",
       "2010-01-05   0.002   0.000  -0.000   0.006  0.018  0.003  0.003 -0.034 -0.003   \n",
       "2010-01-06  -0.016  -0.006  -0.003  -0.018 -0.011  0.001  0.001 -0.010  0.003   \n",
       "2010-01-07  -0.002  -0.010  -0.010  -0.017  0.020  0.004  0.004 -0.005 -0.007   \n",
       "\n",
       "             XAU=    GDX    GLD  \n",
       "Date                             \n",
       "2010-01-01    NaN    NaN    NaN  \n",
       "2010-01-04  0.022    NaN    NaN  \n",
       "2010-01-05 -0.001  0.010 -0.001  \n",
       "2010-01-06  0.018  0.024  0.016  \n",
       "2010-01-07 -0.006 -0.005 -0.006  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.pct_change().round(3).head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.pct_change().mean().plot(kind='bar', figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_02.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [],
   "source": [
    "rets = np.log(data / data.shift(1))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-0.035</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O  AMZN.O   GS.N    SPY   .SPX   .VIX   EUR=  \\\n",
       "Date                                                                            \n",
       "2010-01-01     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-01-04     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN  0.006   \n",
       "2010-01-05   0.002   0.000  -0.000   0.006  0.018  0.003  0.003 -0.035 -0.003   \n",
       "2010-01-06  -0.016  -0.006  -0.003  -0.018 -0.011  0.001  0.001 -0.010  0.003   \n",
       "2010-01-07  -0.002  -0.010  -0.010  -0.017  0.019  0.004  0.004 -0.005 -0.007   \n",
       "\n",
       "             XAU=    GDX    GLD  \n",
       "Date                             \n",
       "2010-01-01    NaN    NaN    NaN  \n",
       "2010-01-04  0.021    NaN    NaN  \n",
       "2010-01-05 -0.001  0.010 -0.001  \n",
       "2010-01-06  0.018  0.024  0.016  \n",
       "2010-01-07 -0.006 -0.005 -0.006  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.head().round(3)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.cumsum().apply(np.exp).plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_03.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-10</th>\n",
       "      <td>30.282827</td>\n",
       "      <td>30.66</td>\n",
       "      <td>20.83</td>\n",
       "      <td>133.52</td>\n",
       "      <td>174.31</td>\n",
       "      <td>114.57</td>\n",
       "      <td>1144.98</td>\n",
       "      <td>18.13</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1136.10</td>\n",
       "      <td>49.84</td>\n",
       "      <td>111.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-17</th>\n",
       "      <td>29.418542</td>\n",
       "      <td>30.86</td>\n",
       "      <td>20.80</td>\n",
       "      <td>127.14</td>\n",
       "      <td>165.21</td>\n",
       "      <td>113.64</td>\n",
       "      <td>1136.03</td>\n",
       "      <td>17.91</td>\n",
       "      <td>1.4382</td>\n",
       "      <td>1129.90</td>\n",
       "      <td>47.42</td>\n",
       "      <td>110.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-24</th>\n",
       "      <td>28.249972</td>\n",
       "      <td>28.96</td>\n",
       "      <td>19.91</td>\n",
       "      <td>121.43</td>\n",
       "      <td>154.12</td>\n",
       "      <td>109.21</td>\n",
       "      <td>1091.76</td>\n",
       "      <td>27.31</td>\n",
       "      <td>1.4137</td>\n",
       "      <td>1092.60</td>\n",
       "      <td>43.79</td>\n",
       "      <td>107.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>27.437544</td>\n",
       "      <td>28.18</td>\n",
       "      <td>19.40</td>\n",
       "      <td>125.41</td>\n",
       "      <td>148.72</td>\n",
       "      <td>107.39</td>\n",
       "      <td>1073.87</td>\n",
       "      <td>24.62</td>\n",
       "      <td>1.3862</td>\n",
       "      <td>1081.05</td>\n",
       "      <td>40.72</td>\n",
       "      <td>105.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-03        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-10  30.282827   30.66   20.83  133.52  174.31  114.57  1144.98  18.13   \n",
       "2010-01-17  29.418542   30.86   20.80  127.14  165.21  113.64  1136.03  17.91   \n",
       "2010-01-24  28.249972   28.96   19.91  121.43  154.12  109.21  1091.76  27.31   \n",
       "2010-01-31  27.437544   28.18   19.40  125.41  148.72  107.39  1073.87  24.62   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-03  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-10  1.4412  1136.10  49.84  111.37  \n",
       "2010-01-17  1.4382  1129.90  47.42  110.86  \n",
       "2010-01-24  1.4137  1092.60  43.79  107.17  \n",
       "2010-01-31  1.3862  1081.05  40.72  105.96  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample('1w', label='right').last().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>27.437544</td>\n",
       "      <td>28.1800</td>\n",
       "      <td>19.40</td>\n",
       "      <td>125.41</td>\n",
       "      <td>148.72</td>\n",
       "      <td>107.3900</td>\n",
       "      <td>1073.87</td>\n",
       "      <td>24.62</td>\n",
       "      <td>1.3862</td>\n",
       "      <td>1081.05</td>\n",
       "      <td>40.72</td>\n",
       "      <td>105.960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>29.231399</td>\n",
       "      <td>28.6700</td>\n",
       "      <td>20.53</td>\n",
       "      <td>118.40</td>\n",
       "      <td>156.35</td>\n",
       "      <td>110.7400</td>\n",
       "      <td>1104.49</td>\n",
       "      <td>19.50</td>\n",
       "      <td>1.3625</td>\n",
       "      <td>1116.10</td>\n",
       "      <td>43.89</td>\n",
       "      <td>109.430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>33.571395</td>\n",
       "      <td>29.2875</td>\n",
       "      <td>22.29</td>\n",
       "      <td>135.77</td>\n",
       "      <td>170.63</td>\n",
       "      <td>117.0000</td>\n",
       "      <td>1169.43</td>\n",
       "      <td>17.59</td>\n",
       "      <td>1.3510</td>\n",
       "      <td>1112.80</td>\n",
       "      <td>44.41</td>\n",
       "      <td>108.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>37.298534</td>\n",
       "      <td>30.5350</td>\n",
       "      <td>22.84</td>\n",
       "      <td>137.10</td>\n",
       "      <td>145.20</td>\n",
       "      <td>118.8125</td>\n",
       "      <td>1186.69</td>\n",
       "      <td>22.05</td>\n",
       "      <td>1.3295</td>\n",
       "      <td>1178.25</td>\n",
       "      <td>50.51</td>\n",
       "      <td>115.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>36.697106</td>\n",
       "      <td>25.8000</td>\n",
       "      <td>21.42</td>\n",
       "      <td>125.46</td>\n",
       "      <td>144.26</td>\n",
       "      <td>109.3690</td>\n",
       "      <td>1089.41</td>\n",
       "      <td>32.07</td>\n",
       "      <td>1.2305</td>\n",
       "      <td>1215.71</td>\n",
       "      <td>49.86</td>\n",
       "      <td>118.881</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O   MSFT.O  INTC.O  AMZN.O    GS.N       SPY     .SPX  \\\n",
       "Date                                                                        \n",
       "2010-01-31  27.437544  28.1800   19.40  125.41  148.72  107.3900  1073.87   \n",
       "2010-02-28  29.231399  28.6700   20.53  118.40  156.35  110.7400  1104.49   \n",
       "2010-03-31  33.571395  29.2875   22.29  135.77  170.63  117.0000  1169.43   \n",
       "2010-04-30  37.298534  30.5350   22.84  137.10  145.20  118.8125  1186.69   \n",
       "2010-05-31  36.697106  25.8000   21.42  125.46  144.26  109.3690  1089.41   \n",
       "\n",
       "             .VIX    EUR=     XAU=    GDX      GLD  \n",
       "Date                                                \n",
       "2010-01-31  24.62  1.3862  1081.05  40.72  105.960  \n",
       "2010-02-28  19.50  1.3625  1116.10  43.89  109.430  \n",
       "2010-03-31  17.59  1.3510  1112.80  44.41  108.950  \n",
       "2010-04-30  22.05  1.3295  1178.25  50.51  115.360  \n",
       "2010-05-31  32.07  1.2305  1215.71  49.86  118.881  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample('1m', label='right').last().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.cumsum().apply(np.exp). resample('1m', label='right').last(\n",
    "                          ).plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_04.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sym = 'AAPL.O'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame(data[sym]).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O\n",
       "Date              \n",
       "2018-06-25  182.17\n",
       "2018-06-26  184.43\n",
       "2018-06-27  184.16\n",
       "2018-06-28  185.50\n",
       "2018-06-29  185.11"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "window = 20  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['min'] = data[sym].rolling(window=window).min()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['mean'] = data[sym].rolling(window=window).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['std'] = data[sym].rolling(window=window).std()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['median'] = data[sym].rolling(window=window).median()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['max'] = data[sym].rolling(window=window).max()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['ewma'] = data[sym].ewm(halflife=0.5, min_periods=window).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>min</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>median</th>\n",
       "      <th>max</th>\n",
       "      <th>ewma</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-02-01</th>\n",
       "      <td>27.818544</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.580892</td>\n",
       "      <td>0.933650</td>\n",
       "      <td>29.821542</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.805432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-02</th>\n",
       "      <td>27.979972</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.451249</td>\n",
       "      <td>0.968048</td>\n",
       "      <td>29.711113</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.936337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-03</th>\n",
       "      <td>28.461400</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.343035</td>\n",
       "      <td>0.950665</td>\n",
       "      <td>29.685970</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>28.330134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-04</th>\n",
       "      <td>27.435687</td>\n",
       "      <td>27.435687</td>\n",
       "      <td>29.207892</td>\n",
       "      <td>1.021129</td>\n",
       "      <td>29.547113</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.659299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-05</th>\n",
       "      <td>27.922829</td>\n",
       "      <td>27.435687</td>\n",
       "      <td>29.099892</td>\n",
       "      <td>1.037811</td>\n",
       "      <td>29.419256</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.856947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O        min       mean       std     median        max  \\\n",
       "Date                                                                          \n",
       "2010-02-01  27.818544  27.437544  29.580892  0.933650  29.821542  30.719969   \n",
       "2010-02-02  27.979972  27.437544  29.451249  0.968048  29.711113  30.719969   \n",
       "2010-02-03  28.461400  27.437544  29.343035  0.950665  29.685970  30.719969   \n",
       "2010-02-04  27.435687  27.435687  29.207892  1.021129  29.547113  30.719969   \n",
       "2010-02-05  27.922829  27.435687  29.099892  1.037811  29.419256  30.719969   \n",
       "\n",
       "                 ewma  \n",
       "Date                   \n",
       "2010-02-01  27.805432  \n",
       "2010-02-02  27.936337  \n",
       "2010-02-03  28.330134  \n",
       "2010-02-04  27.659299  \n",
       "2010-02-05  27.856947  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9TdzgZACKjloBa4tqDcU5YyaOM2YT8vD9mBe9j1JailJV2f7NAeaPpyZnAj8DEm0220PAc8BU4HybzbYZiALuAMjIyMiz2WzPAi/YbDY38E9fJepfN+JGrhtxY4tzX1y+ts3jV856o8Xx4IhUbh79q06/d3Ky9gSJ1RpKUpL2dWhoKHa7nbi4eF577WXCwyPIyckhPX0oAJGRUdxww828/vrLfPXVKqqqGlttXwghRN9XfsyMWG9SU6fNiHU5EFNVUBSM69YQ9P5CVEswtc+9hCchEYC4SC0vraSyHo9HRafrQGK+ouCYNx/HvPkAGL/9mpBHH8I9aBD2O+/FPWJk1/rqZ/5I1l8LrD3m9NtNf050/QK0pyhPCQ89dB9vv/0eCQkJ2O113vMOh4Pdu3dywQUX8fTTT3PrrXcFsJdCCCECraS61vt1Va2DytrGblev95UWM2Jud7vXK5UVoNdjvfvX6HMP4ImLo3rhIgy7dtJ40aU4zp3b4vogk4EIq4nKWgdl1Q3ENj0w0BnOaTOoXLkGw7YtYDZj2LwR98DBqDExnW7Ln2SvSR/atOl7iooKWbr0M6ZPn0l2diYrViwlJiaW7du3sn9/FnPmnMPzzz/N6NFj2LnzRw4ePMCAAYNYsOAtxo4dz/jxE7njjl/icLj59a9/i9JHHs8VQgjROdW1LgBMBh0Ol4fcwhoiUgMfiKmq6s0RCw8xUVPddgV8yxt/Q5+5j9pnX6LugUfw9B8ABi38qP/VHa3eFx8ZTGWtg7eX7aVfnJWosCCiw8zEhFvoH2/t2OejouAaNwEA05crCL38IhquuIr6G38BQUEdHLF/SSDmQ6edNplFiz71Hv/73wu9X7/88hvHXX/ttTd4v37qqee8X2/ZsqXPPTUkhBCic0qrtfyo4QOj2JZVSm5hDWNS/TObo6pqh4unNjjcuNwezEY9QWYDbX1amd9fiPGbdVS/tRAUBc/gIR3uU2pKOBmHKtmTW8Ge3IoWr82bMoCfzOx4WwCOOefimDoDy4K3QVEI/sufqL/xZtT4+E6142sSiAkhhBC9jEdVqa5zAQpj02LYllXKyk2H0OsVzpqQQpDJtx/f767IYO22AsamxnDlnDTi2lgKbF6WDA02tt2oquI6bRKNF10KxnauPYFLzhjM2NQYSqsaKK9poLyqkYPFNWTmVZHb1YcXgoOp/+VtADhnzCT86suoev9/qLGBeyJVAjEhhBCil6m1O1E9CkajypQR8WzaU8SuAxV8uHY/KzcdYu7pAzhzfDImY9e2PnK5Pbz+8U6iwoJI7xfB2m0FAGzLKmVnTjlzT+/P+VMGYD5B+82J+qHBrZeuUGprCLvhWqreW9ylIAxApygMSQ5nSHK499yBwmoef3szVXWOLrV5NOe0GVS/838BzxmTTb+FEEKIXqa5hlhkqAmjQc9vfzqWe64cy5CkMGrsTj5YncV9b6xn095iAMqrG/jn57sp7mC5h8xDlWzNLGXVD3m8/vFOQFvumzIiAZfbw2ffHeChf3zPDxnFx2283TwjFtbGjFjIg/fRcMWVXQ7CWhMeoi2d+iIQA/Ck9Av4VkkyIyaEEEL0Ms2BWGy4FQBFURgxMIrhAyLZsb+Mj9blkFtUwz8+283oIdF8tSWf73YWotMp/Pz8Ye22vy+vCtBmnTyqypDkMC6ZMRidTmHm2CQWfrGPQ8W1vPrRTkYMjOTqs9NJjA4BoKZ5aTLkxDNiSnUVamwcjZdf2e3vw7Gal0Nr7I6Ol7Xo5WRGTAghhOhlKmq1QOzYyvWKojB6SAyP3DCRhKhgXG4PhWV2Ckq1ckiZhzpWwHRf03U3zRvGLy8czp2XjfEGNen9IvjjDadx7TnphAQZ2HWggkf+tZFtWaUAVNublyaPn+3S5ezHsHMHdQ896peZJoNeh9ViRFWPBIQnOwnEhBBCiF6meUYsOuzESfOKopASq81Q5ZfWUlCmBWJFFfVU1p64ILi9wcWe3Apcbg/ZBdqM2PBBUUwenoDV0jKo0ukUzhyfwp9/OZlpIxNwe1T+vWQPFTWN1NQ1L00eCRKV0lKsd99B2G2/QLV0vuZXZzQHp75angw0CcSEEEKIXqa8ugGgzXISSTFaIHagsIaSyiO1vPadYFbMo6q8vHg7f31vK+8s34vD6SE+KpjwVpYXm4UGm7hx3jBGDoqitt7JPz/ffVSOmAk2biToX39HDQ6mcf7FVC5d5a3b5S/NfZZATAghhBB+0Tyr1VYglhyr5Y9t3VfC0fn0mYeqjrt29ZZ8b17YtzsKAUhPCT/uuhPRKQo3zRtGaLCRPbkVbM8qAyBuwT/hmWdwjZ8AwcE4z5zTI4nvYc0J+7USiAkhhBDCD3JLtAKm0WGtV39Pig4GoKxaC9qaZ4oyjpkRK62qZ/GabODIHo6g5YJ1VLjVzLwpAwFodGpbGgXNnA6LF/t9Buz4vjTPiPWNPZklEBNCCCF6karaRurqQK9XvU8qnkh8VDD6o54anDIiAYNeIb+klroGLaFeVVXeWZ5Bo9PNxKFx/PanYzEatI9+WycCMYAzxiQSbD5SbCFkaFqn7vcVWZoUQgghhN/sL6gGoF+Cpc3yDAa9jvioYO9x/wQrgxLDUIEd+7Xlw293FLIrp5yQIAPXnJ1OXISF314xhtsuHklMJzfSDjIZmD0+2XtsTQpMNfrmQKxaAjEhhBBC+Fp2UyA2on/7eyA2J+wDJEWHMHm4ds+aLflU1Tby/qpMAK6ak+YNYGz9I5k4NK5LfTtrQgpBiocEpQGDue1Ef1/zqB52lu5gd/UmoO/kiElBVyGEEKIX2XWwCIDBSWHtXpscE8JmtBz5hKhg4iItLF6bzb68Kl7+cAf2RhcjB0cxZUSCT/oWYTXzxCWp6MNCfdJeR+2vzOLetXdxWsIkFEcUMJyqOgelVfWUVzd2Kt+tt5EZMSGEEKKXcHs85BVppSgGJ7X/VGNy04xYbIQFk1FPkMnAtJGJAOQcrsZs0nP9uUNRfPQ0o+Xl54lvrCIiIdon7bXH7XGjqir/2PEGD01+lPtPf4TJA8YDWrL+Cx9s5+mFW8grqe2R/viDzIgJIYQQvUR+SR1ut0KolXZrfAEMHxjJoMRQTht6ZBlz9vhkvvwhD4DLZw0hOrz1Jy87Q1dUiPmzT6i/7Tcdur66sYrS+hLKGsp4a+c/AZiaNJ15g+fz4Df3ARBrieOxaU/yyLcPUFpfAsBTM/7KJ1kf8f3h79hfmcULs1/lqRnPetudnDKeBbpvqW90U9+o7a25I7uMlKZyHicbCcSEEEKIXqI5UX9Yv44lwgcHGXn4+tNanEuMDuGyWUOosTuYNS65lTs7z/TlShqu/hkY2g8diuxF3LDsau4cfw9Tk6Zx1/h7AQgzh2E1hnqPDXqtrRtG3oTL7QIgxGjlnIHnMTlxKuHmcOJDWi6rBhmCsAQp1B21v/nOnHLmTh7gi2H2OAnEhBBCiF7ix/3FAKSlRHarnfP9EJQ0XP0z8Hg6dO3v1tzJHyY9xMx+swEIM7dcZk2PsrU4Hhw+pMVxQkgiCSGJrbbv1tcCR2bAMvMqaXS4MZv0HepfbyI5YkIIIUQv4HC62bG/HIAxqT2Tg9VRSnkZ1rtuB33HAp3X5vzDG4T5Q2yYFoTFR1oYmBCKy62ScajCb+/nTxKICSGEEL3ArgPluN0KCTFGYsL9u3F2Z5m+WIFn0OAOXbtk/2d8k/+1X/szKFbLiYtKqiJP+R7Qlic7qtHpprjC3v6FPUACMSGEEKIX+CFDS1afOrxfgHtyPNOqlTTOvaBD1y7KeJ9B4R0L2rrqwqlDuGJ2KneedzanpWl5cFszi/AcvelmG95Zvpf73/yezXuL/dnNDpFATAghhAgwl9vD5ozDAEywBaZifWuU6ipqXn4Dd7qt3WvtTjt5tYewRQ31a5+iwoI47/T+mIx6bjz9YkJD9JRVOTsUWKmqys795ajAW8v2UlpZ79e+tkcCMSGEECLAtmWW4nAqREXo2txfsqcZtm0h/CcXgqpqVWPbYTFY+GD+Rz3QsyMMeh2XzEgF4P3Ve3C5236goKSqgdp6bS/O+kYX/166x+99bIsEYkIIIUQA2RtcvLtyNwDnTRzSztU9R79zB9bf/obqf70LlvZz1mqdtdy04joizN174rMrpo9KJCJMR2W1h292HG7z2v0FVQCkpYQTH2mhotaB2sElTX+Q8hVCCCFEAP33q33U2j0MSAzhzPEpge4OAEpFOZ7+/al+9z08KR3LWfvLhic4s/8cdErPz/EY9DqumDWUv3+6m5WbDzBrbOv105prtY0cFMV5p/dHURSf7TzQFTIjJoQQQgRIxsEKvv6xEEVR+cX5I9DpAhcQNDNs3ED4FZegmoM6HITVOKoprS/lmmHX+bl3rZuQHovZqKewtJHSqtbzvnKaArHBSeEYDXoM+sCGQhKICSGEEAHgcLp58/PtAFwwdSDJvWCLHsO2LVgf+B3V7/wfmM0duqfR3cjh2sO8cfa/AjqzZDToGTFI2/x7a2Zpi9dcbg/vr8pk895icou0fSkHJfbsxuWtkUBMCCGECIBPvsmhstpDTKSB+VMHBbo7KGVluAcPoXrBf/EkdXxrpJd+eI6Vucv92LOOm2DT6ot9vyevxfndBypYuekQr328E5fbQ0JUMMFBxkB08TgSiAkhhBA97EBhNcs35qIAt8wfE/DlMWpribj0AtQgC56E1rcWOtaOoh2szVvNrWNu92PnOm70kGgUReVAgd37ZCRAyTElKgYnhfV011olgZgQQgjRg1xuD298th1VVZg9IYkhSeHt3+Rnxm1bcEyfASZTp+6zmqy8OPtVDLre8exfSJCRof2jUFWFH7OPLE+WVTUAMCgxjMhQM5NHxAeqi8eRQEwIIYToQWu25lNc5iTUqnD5zLRAdwcAxV6Hc/ZZnbrnP7vfptReSlpkup961TXj07WCuBv2FnjPlTQl7599WgrP3T6NkYN6z16eEogJIYQQPSjnsPbU3iXT0jGbOraJtr85ps/EMefcTt2zZP+npIT1jnIbRxuXFgPA7pxKHE43AKVNM2KxvWwPT5BATAghhOhRdY2NAFgtvSNZHFUlct7ZWvX8TrA77YSae8eTh0eLCgsiIdaI262w+0AFgHcbo5jwoEB27YQkEBNCCCF6UG2jNjtjMvaOj2DdoYO4U1I6tIXR0Z6d+RLBxmA/9ap7pgzVZuq2ZJZQ3+iirsGF0aAjLKRzOXA9oXf8FAghhBCniEaHCwCzsXcsS+oP5OCcNqPT931TsC4gVfQ7ojlPbFNGAcUVR2bDAlnnrDW98zsohBBC9FWqtiRp6iWBmPOMWdTfeken71u4+10/9MY3kmJCCAtVaGxU2LC7CIDoXrgsCRKICSGEED2q0anNiPWWQCzs6sugoSHQ3fApRVGYPFQrSrt2ez7QOxP1QQIxIYQQokfVNgU9ZkMv+Ai229GVl0FQ52eLfjW287NoPWmCLQ6A+kbtycnemKgPEogJIYQQPcqlTYhh6gWlKww7fsQ5fmKn7/OoHgaEDfR9h3xoSFI4wZYjYU5MhMyICSGEEKc81aMFYL0hWd91+mTqHn+q0/fZXXaeWP9HP/TId3Q6hXGpMd5jmRETQgghTnEeVcWtrZRh7AVLk9bf3d2l/LB6Z32vLV1xtIm2BO/XVWoeu0p3sqt0Jy6Pi7yaQ+wq3YlH9QSwh9A7NocSQgghTgHNld4NetAFupSCy4Xhh01gtXb6VkVRmJrU+ZIXPW34wEgiQ42YjUY+yvk/KhvLAXhy+tN8dfBLfijaxLMzX0IXwE3XJRATQgghekijU5t9MRgDX8/KsHsn7hEju3RvpDmSW8bc5uMe+Z7RoOeJmyajKAoW8+QWr1034kauG3FjgHp2hARiQghxivKoKi98sA2XS2XY6YcobSgG4KIhl5JdmcXOsh8BmJw4FavRypcHVwIwKGwwU5Ons3CPVkcq2BDMlUOv4ePMDylvmnG4LO0KdpXtZE/5bgCmJ52BQadnTd5qANIi0hkfP5H/ZvwfAKHGUC63XcmCHxeQX6b146e2q9lStJnMyn0AzEqZjcvj5puCdQAMixrOiOiRLM78gKGRw5iaPN3v37Puap59RlYPAAAgAElEQVQR6xX5YcNGUPvok126d3vJVv5vzwLeufxfPu6V7wUH9ZKtpFoR+AVqIYQQAbF5bzG7cirIOFSJo96EWWfGrDOjUxQMOr33WK/o0Sk677FBZ0BB8R6b9Nq2MQad0XtOURT0iuFIGzodOkXfog3guDZM+iP90No0HNUvPXqd7qh+GVAUrR8Pf3t/YL6JndTYFIgFmwK/1Y7l9Ve0NdIuqHedHDliJwOZERNCiFOQR1VZvC7De5xqOY2xRz1hFhkUxfj4lmUNrhl+XZvHFwy5sMXxpMTTmZR4eotzA8MHtdnGFSOuoKSkxns8JWkaU5KmtbhmSETacW0EGXrnE3HHcjQtTRoNAV6aVFWCPlxE/a/v7tLtbtVNdFC0jzt1apIZMSGEOAVt3VdCaYXLe3y4tC6Avem+4dEjKa0vDXQ32tU8I2YxBXa5TJezH/fAQZ3e6LvZGSmzuHPCPT7u1alJAjEhhDjFeFSV/32dBUD/eO2JuYKTPBBbcWAp3+avC3Q32tWcIxbo7Y3UuDjqHnmsy/cvy1nCx5kf+rBHpy4JxIQQ4hSzPbOUw6UNBFvg8lmpABSUndyBWHrkUDLK9wa6G+1q9CbrB/bj17RsCZ7omPYvbEVBbT51zpP7Z6a3kEBMCCFOIaqqsmidFrBcNDWNAQmhABSU2lFVNZBd65bRsWNICe0X6G60q7GXzIhZ3ngVNaTz9cOa1bvqsRh755ZBJxtJ1hdCiFPI9uwyCkudWCwwc2wSJqOesGAj1XYn5dWNRPfSbWDakxLajzP7zwl0N9rV4NDy8gJZvkIpKUGNiABj1/PUrhn2M++Tr6J7ZEZMCCFOEaqq8mHTk5IXTUn1zsokxYQAJ//y5M+WXonL42r/wgCqabADYArk0qReR93vH+xWE98VfEuJvdhHHTq1+TyctdlsCcCfgDEZGRmnNZ0bBDwLbALGAv+XkZHxadNr1wLjADeQnZGR8aav+ySEEAJ27C8nv7iRoCCVmeOSvecTY0LYe7CSgtI6Rg0+eUsSDAwbRE7VftIi0wPdlVb1hg2/Dbt24ho9plttrMtbTVxwnI96dGrzR0g+HfgEOPqZ2N8D32RkZPwFeBp4DsBms6UA9wL3ZmRk/B74hc1mS0MIIYRPHZ0bNn9yaotAIClamxE7fJLPiE1OmkJ5Q3mgu9Gm2qYNtgMZiIX8+XHQd+/97U47wYYQH/Xo1ObzQCwjI2MxUHPM6SIgtunrWOCHpq/PBX7IyMhozhBdD8z1dZ+EEOJUd7ColvyiRoLMCrPHJ7d4rXlpMr/k5A7Ebhp1C5MSTm//wgAqs1cCAUzWr60FVFRraLea+enQq0kJTfFNn05xPZVp9zzwkc1mex6YBDzRdD6OlkFbddO5NkVGBmM4aluG2Nju/UD1Rn1xTNA3x9UXx9Ssr46tr4yrM+PIyK8GYGxaPP2SI1u8ZrJo2+3kl9YRHW1Fpwts1feu/v3kV+dz14q7WHT5Ih/3qPuax+RWtcr6MVHBgfk5VOvh/j90+72j7aH0S9A+rvvKv6ej9eSYeioQexv4Z0ZGxns2my0WyLTZbIOBYiD1qOvCgKz2GquosHu/jo0NbbEdRl/QF8cEfXNcfXFMzfrq2PrKuDo7jo1Z2rKkxag/4X2RoWYqahrZnVlMfFTg9hDszt+PUQ1lV+EeiourUbpYMd4fjh6T6jQB9TQ2OAPyc6jfm4N7/FTo5ns/sPIh3j3/PQYnJ/eJf09H88f/EW0Fdj312EY/4HDT1xWAp+m9VwATbDZb87+YKcCyHuqTEEKcMnYXZQMQHnLizab7xWk1pQ4W1/ZYn3xNURQGhQ+myF4Y6K60zqPNfwRqadL60B9Q7Pb2L2yH3VWHxSCbfvuCP56anAn8DEi02WwPoSXm3w3cZbPZpgKDgAcyMjJKm65/FnjBZrO50WbNMn3dJyFE7+ZRVb7bUciyTZkMSm1k0vBYhkePZO2hrwAw6IzM7DebDYe/p9ahLbGdnjSV/Jo88moOAmCLGoZRb2JnyXYA4kMSSY+08XXeGgCCDBamJc9gXe46CkpKAJiaPIMDVTkU1OYBMCJmFKqqsrtsJwBJ1hQGhA1kfcE3AAQbQ5iSNI1v8tfR6NKSrmekzCKjYi/FdYWkRqYzIGyg/79hXRCuS6QID2HWEwdi/eOt/JhdxqHiGk4bevI+DffWeQt61WzYsQqqi4BgzIYAlK9oaECprECN6/7f75n9z5Y6Yj7i8+9iRkbGWmDtMae/afpzousXAAt83Q8hxMnBo6o8vXALmXlVAJRUu4hMzGRo1HA2FW4AwGIIZma/2ewq20FxnTbbMSZuPIdqctlcuBGAqKBoLMZg7z0jYkYxKHyw9zjMHMG05BlsPbyVg6X5AExMmMSB6hy2F28BtOBNRfXeMybOSWJIovc42hLDlKRpbC/eRo1D6+/kpGnkVGazq2wHf930FMsvW+3T74/L7cGg796Hdq2jhjq7G1BanRHrH6ctnRwsOnlnxAD2lO9mRc5S7p74u0B35YScLu3ZNJOp52fEdIcLqL/lNp+0ddOoW3zSjgDlZNzSoqSkxtvpvpLvcbS+OCbom+Pqi2Nq1lNjK62q5/evr8doULCYDFTbndx39Ths/SPbv7kL/Dmuw7UFJFqTfNbe8o25LFqdSfKYPVwxcRYKCp/v/wSAM1KnMjxkHG9sfxWA6KBofjH6Vt7Y/jeqGrUg8Y5xd/HVwS9ZeWAZzj1zcdSG8tB1ExmcFHbcexVV2Ln/ze+JDDXz3O3TfDaGzuru30+No5qrPr+Mzy9d6cNedc/RY7rj1eXYa0w8/vNJpMR1fYuhzjJ9/inuIam4hw33SXtnfTCDVVd83Sf/D/RTjlir07RSWV8IEVCVtQ4AYqNMzBijBTHrdxUFsktdVues4187fFeT+usdeaiqDvvBYUSaI4kMimRc3HjGxY1nYMRATHqz93hotPYBOzx6pPecQWdgYNhA5g+5CIsaBbSeIxYbYcFs0lNR00i13eHdE/FkE2oKo9HdiMPtCHRXTihYpwXBPTkjps/YS/BLz+Hp57u9OHvz8u/JRhZ4hRABVVXbCEBsmJXJIxJYsj6XzXuLuebsdIyByKPphpTQfvxn9zvcOPJmdEr3+m5vcFJYon1vyst1lBVbGD0kmiSrVgOs+bf2cwa2LL14RsqsFsejYscwImY0H9jXABDWSiCmUxT6xVrJyq/iyXc3U1nr4HdXjSM1Obxb4wiE9y/4H0v3f0Zm5T7uHH8PJv2JxxwIZXVVgLlHC7qGPPkoNa+80e3aYc1UVSUpxHczv6e6k+t/OSFEn9M8IxZpNZMcE0L/OCv2RhdbM0sC3LPOCzIEMTZ2HBsPf9/ttvblVaECzSW9Pv02B08XU0lq6514VJWQIEObwW2/eG2prKSyAafLw2ffHujS+wVatCWaodHDKawr5H+ZvaummMejff9NPfFLhqqiy9lP9VsLcQ8d5rNmFUXh3fPf91l7pzoJxIQQAVVYpVUaD7eaAThjrPab9v/W7cfp8gSsX1316NQ/MSZuXLfb2ZurbdVz1oQUrBYj+wuqeWvJHtyezn9PqpuC3ebvcWtGDtKWL0cNjsZk0LFjfxl5JSdn8v7QqGHcN+lBEkISW72mtKqeD9dmUV5jx6N68KgeXB4XLo8Lt8eNqqre4+bNxI8+VlUVt8ftPT62DY/qadmG2+UtX9ETM2JB//4HwX9/rdvbGR2roqGcX6+61adtnspkaVIIEVCHyrSZr/CmsgpnjEniqy35FJTWsXLTQeZNGRjA3nWeSW/mjW1/6/ZTezsOFAMwOjWGMakxvPzhj3y7sxCDQcf15w3tVFuVddoSZ2v5Yc3GpcXy8p0zCAkysOCLfazeks+KjQe5aZ5vErx7WlxwHGX1CWwp2sz4+InHvb5y40G+/CGf/21dx+2XD6W0vojXtr0MwOW2K5nd7yxu+/JmAIZGDefFM1/l8k8vot6l1eH6/NIveGz9w2xqmgH9yxnPkVG+l7d2/gOAa4ffwPj4ifz+0ztxOd2MiZ6IwlwMep3fdy/Q79xB0P8WUfm/z33edp2zjuqmMjKi+yQQE0IEVGmNHbAQ0TRbY9DruGpOGs+9v43Pv8tl6shEIkPbnsnpTSwGCx9n/Y+7Jtzb5YTm+kYXhaUO9DqF1KRwzCY9v71iLH9ZuIWNe4o6HYhVNc+ItROIAVgtRgDOPa0fa7bk8/2uIn56Zpr3/MnGoDPw9MYn+e/8j457rahSC6jMDQMpz03iwqlTuTD1khbXHFuO5KOLl7Q4fmLaUy2Ox8aN56dDr25xbsMvNlBSUkON3cGdG77BbPT/YpQaEUH1K2+A2ff/duxOOxaDxeftnqpkaVIIEVCKU9twOuKoQqMjBkYxIT2WRqebD1a3u+tZr6IoCsnWZApq87vcRmZeJaoKyXFBmJuerktLCUevU6hvdOPo5BON1XVaINZaov6JxEUGM2xgJG6PyrbM0k69X2+SFpmOR/VwoCrnuNfKquq9X3/8dQ7l1Q1+7Uvzk6g9UVXftG4NnsFD/NL24IghPH3Gc35p+1QkgZgQIqDs9VoCenhIy9/cf3pmKkaDjg27i8g4WBGIrnXZQ1MeI8x8fK2ujtp7UMubGzkw1ntOURRvINUcWHVUVdP1Ee3kiB1rfLr2/lv2nXwPThztsWl/xmo6/onBkqZALD7SgkdVKamsP+4aX3I4tfw+f+eH6QryMX/8od/a31+ZzVcHv/Rb+6caCcSEEAHj9niwN3hQgLCQlktfMREWzp88AICFX2R2KUk9UKKCorr15OT2/drWvEOPKWrbvLRYZe9aINaRpcmjjUvTArFdB8ppdJycdcUAhkeP4OPMxd6Ee9CWf51OBZ1O9W5ybm90tdaETzTPiPk7EDOtXoVj1ll+a/9QTS57ynb7rf1TjQRiQoiAqaxtREEhNMSEXnf8f0dzT+9PdFgQeSW1rN1WEIAedt0/drzRpfvqG10UlTrRKZCa0rKGl3dGrLaTgVhTrbbW9plsTWSomcFJYThdHnbmlHXq3t4mt/oAqw5+4T1uXoYMD9UTbNbSpRsa/RtsOrxLk/796HUNG07jhRf7rX27q15yxHxIAjEhhF9lHKxg3fYCPJ7ja2AVVmlb8US0MlNjMuq58qxUAD5at5+8klryS+u6XE+rpySEJFJYV0hXtpDLzq/Co0JKfDBBppbPU/X0jBj0neXJq4ddx8I973qPy6q14DQxMpygpkDM/zNiPbA06XajKynBk+K7KvrHGh83gQuGXOS39k818tSkEMKvXvl4C3a7wutrPuf82aEMj0/lvnX3ADDWdBEwrs36VuPTYxk+MJLdByp45F/aBt8/P38Y00e3Xh+qN7h7wr1sK97inRkbHzeBa4Zfzz1rfoOCwsNTHjthjau9TflwwwfEHPdaV2fEqrsZiC1ek832rLITb0CuqnASbHczLHo4d47/rfe4rGlGLDLUhMWsBUYNDv8GYo4eSNY3rluDadVKHOfObf/iLqpx1mDUSfjgKzIjJoTwm7oGJ3a79iFtqU9lx7cDiFGH8uXl6/jy8nVc0P9KoOUTk8dSFIVrzk4nLMTkrQqfW9T7Nxm+KPVS0iLTuXP8Pdw5/h7mDroAk87EnePvITEkiQPVB0543/acQuD4/DBof0Zs14FyHnt7E+8u3+tdemt0uKlrcGHQK4R0oQRFQlQwSTEh2BtdZDQ9RKArPIzps4/RFeQTOXsaYdddha6g60+J9pSooGg+ylwMHFmajA0P9i5N+ntGbE+uFmRb/LjPpOWdf1P/sxv91j7A+3sXsqPkR7++x6lEAjEhhN98nbUNgLgIC4MSwyitauDPC37gmx+1ZPTKptyl9iq+J0aH8OKvp3PTvGEt7uvtrKZQbFFDsUUNJTk0Bb1Ojy1qKA9NeZTJiVOOu77R4eZwiRNF0cpVHKu1GTGny8N/v8rkufe3kVtYw5ptBdz/9+/JOVxNUYVWKysuMhhdZ2euVBWlqIiJQXUAbNmZT8T8cwm7/iqwWPAkJVOx5jvqb/olptWrOtd2AMQGx/HK1hfxqB5KmmqIRYUFeZeA/ZkjtmLjQVZvzUevU7yb2/tD48WX4h412m/trziwjF2lOzh/8Hy/vcepRgIxIU4yh8vqyC6oCnQ3OuSTXV8BMCgpjD9cM56ZY5Nwujz8e+ke3l2RQVmVNivR1ozY0ZrLL5wsgVhr1h5azevb/nbc+az8KjwelX5xwVjMxy/9nGhGLL+0jj+9u5kVGw+hUxTmTRnAsAGROF0e1u8spLBcCzjiIzufXK3fuYOw237BlMwNAGzJraJi4QdUrliDY8653uucM2fTcOnlBP3r751+j55kNVoZGzuO9QXfUlmjfQ+jw8zeGbF6P82IVdU2smh1NgA3zRtGer8Iv7yPadVKHNNn+qXtZhPjJ/Hv8/7TqzZSP9nJIq/olVRVJbugmgHxoW1uUnyqcbk9PPGfDdQ3Oskf8DyXD7+YM/vP4ZYvbgK0x/RfPvN1LvzoPOxN27As/8lX/PHbB9hQqJVT+OsZL5BRsZd/7ngTgOuG38j4+Inctfp2AMbFTeCvM19g0j8m0eh0YlD0LL9sNfesuZPtJVsBePnM19l4+HsW7HkHgJtH3UpqZJo392tK4lQemfIEZRVOrEBidDDGpq15BiWGsWDlPtZsPbKUdWwNsdY0B2zNH6InK6vJSnbl8YVqm/PDhg2IPuF9R8+IqarKV1vy+O9XWThdHuIiLNw8fzhDksPZnlXKntwK8kpqsQZry5EJTSUaOqSxEetDf6D2z89Q9eFnxKkqUa9/R3l1I/trYciJSqQFBWFevgTXpNNxjRrT8ffqYb877X6CDEH8t0KbrY0OD6KhKXfLX0uTlbWNeFSVxOhgJo9I8Mt7UF9PyON/pGKZ/2YmtxRtZn3Bd9w+7jd+e49TkQRiolfallXKKx/uwBVyiMYBn/D49D+zo3Q7izLeB+CqodeSGpnOE+sfAWBc3Hh+d9oDXL3kMgCCDBbemft/PPzNH9hXkQFo+8CtL/iWT7L+B8D1I24iISSBpzc+CcDkxKncMuZ2blx+DQAR5gjePOctfr/2bnKb8nlemP03VhxYxvIcbZuT359xL446ePGHZwE4I2U2Vw+7llubAqO44HheOatrZQxO5MfsEhoaQMHI36b91/ub9ZeXr2tx3aeXLG9x/OSMZ1ocj4ufwJVDr2lx7tg2Nt68kZKSI7lYz816qcXrw6NHcMPIm9psY3rMhWyrLCUxOsR77owxSfSLs/LaRzu8T651dEYs/KgZMVVVu7yFUKAlBCdSZD983PntOdo52wnyw+BIwFpV5+Dzb3JYsHIfANNHJXLVnDTvLFpKrBXQZssimraH6kwgFrTgHTzx8WDUgjhFURiXFsuqH/LYsq+EIUnHL5uiKNQ9/BghTz5G1fv/67VJ/InWJF754SVq7SMBhcjQICpqtJ/DBj8FYs012Pz5tKTlH2/QcMVVENyJgLuTyhvKqHZU+q39U5UEYqJX2pur/WM31PVjtvlRBocPISW0H7P6aUUKgw3BGHQGXp2jba5r0hnRKTrvsYL2AXDPxPtwqdp/ghHmCGJT4zhn4FxvG3qdvkUbQYag49q4//SHcasebxuX265k/hCtRs/AxATKyuq895j1JkKMVu+xTlHYeHgDEeYI0qNs3f6+vP3NaiAOgMJyu9+WOHyloEzLLUqMbvnhMCgxjEduOI23lu6luLLeGzi0x2zUaj7ZG13U1jsJDT45l0cSrUm81vQz0qzR6eZwsZYfln6C/DAAi1mPQa+j0enmq80HAbhqThpnT2xZqiAqzIzFrKfG7iTzkLaMHd/RQExVCfpoMVXvt6zMPj69ORAr5bKZQ04YBLtGj6XmxVfBbidi/rk4p59Bw2U/9WvOUpc4LaAqBAWpGA06b46Y3U85Yt6tjfw4u++Ycw5uP21p1KzeVY/F4L9A71QlgZjolTLyi71ff721lMm2GoYNjCLEGNLiuhhLTJvHEUEtZxasOitWY8sPfbOl5bLYsW1EBkW12obFaMGsd7XZRpi5mNtW3cxnl6zoVhHEvSX7qCmJpPnjr7DM3uW2eoLT5aGksh5FgfjI4//zDg028ZvLOv8BHRFqxt7oorLWcdIGYjpFx0s/PM9DUx71nsvOr8LdlB8WHHTipxsVRSE8xERZdQNZeVqANeUES12KopAcYyUrv8pbpiEhuoMfoC4XlR8vBUPLj4f0fuFYLUaKyu0UlNlJjgk54e2eBK0kR+WyVZi++hLTV19QbxuKUm9HDe8dvzhMiT2XrWSTEKlte2QJakrW91P5iuYZMX+VrQh+5s80XHUtBAX5pf1ms/vPYUayf3PQTkWSfCN6HY9HJb9E+/BorhW1Levkreo9NGoYs1LO7PbebEu2bkdRjeh1WijWnITdWxVV2FFViI2w+DTPz5sndrIn7Oetxu05MgPTvJ/m0AFRrd0CtNy4OzkmBGsrJSlSYo8ESsFmA6EdKV3hdBJx4bknXFLU63SMSdVy1zpU3NVkwnHe+dTfeQ/Gb7/G+uB97d/TA1xuD1+u1zYx7xfbFIg1lZPwV7K+P+uHGVevwrB9q18LuDbbUbKdjKZUD+E7EoiJXqew3I7bpRAcrDJ5eDwA+/JO7ryEW8fewfTkGV2+f3fZLqgYDMCMpuD0cC8PxJpn7BI7kyTeAd4nJ2tO7kAs1hJLaf2RgKat+mFHO7oo64lKXDRLPmq5Nz4quEP5dKblS3GePhX0Jw4Yulpl3znrTHQlxRi2/tCp+/zhg9VZ7MurItxq4tIztH9TFu9Tk+4u7YbQnkZ/bW2kqlje+Tc1z/+tR/LxfizZxsFW6t+JrpNATPQ6uYVagnhqUhRDksLR6xQOFtX47bfVnhBjieHvP76O0+3s9L0NrgZ+s/Ju9uRWNZUnGAhAaWU9Lnfv3Qjbmx/WyhJWV/WVEhZ/OP0hrKZQ73FxmfazccJE+KMcPSOW1kaO4NEzYh1N1Ddu3kjDdTe0+vqIgVGYjXpyC2tYv6uQ6o5utaQo1D72Z3Qlxe1f60frdxXy5eY89DqF2y8Z5X34w6DXYTLo8KgqDqfv/015lyYNvpsRM2zfivHrtVS/tQA1Pt5n7bZFcsT8QwIx0evkFFYDMCQxArNJT//4UFQV9hdUB7hn3VNWX8r6w992+r5Xt73EGdbr8Xhg+KBIosODiA4z4/aolDbV4eqNDhXXAscn6nfXkaXJk7uEhaqqHK7VNjJ3ON00ODzodQqhwW0vIR49I5ae0nogdvSMWEJUB3IT7Xbq/vgE7sGprV5iMuoZNURbnvzHZ7u5/83vO/wLknvoMFzpQzHs2N6h633tYFEN7yzbC8DVc9JITW4Z8DbvN1nvhzwxnybrezxYXn0Z6wO/x5OS0qNPps4ZcC7j4sb32PudKiQQE71ORr627DEwUStW1Lz8su+Qb5cny6sbWLnpEEvWH+DTb3P45JscDvpx65y5gy5gWc7nnb5vQvxpGKq0Jy6bl2qbZzial//25Fbw1/e28peFW/jPigy/bYrt9nh478tMvvnxcJtLOG6Ph90HtJyn1koxdFVfmRHbVrKVbwu+Bo5sym2xtF+So3lGLCbCQnR468nZVovRG7QmRLc/Kxny3NOYVi5v97qrzkpj/tSBhAQZqG90eYvydoTidhHyyANaaYseVNfg5NWPduBweZg2KoFZ45KPu8bix6KuPkvWt9tR7HXgclL50ZI2g2Z/cHmcmA3+fSDgVCRPTYpexeNRKShuABQGJGjLNun9Ili56RCZPs4TW/jFPrZmlrY4t/T7XO66bDTDBradMN0VU5OmkxiSxN+3v8aiff8F4Nfj7iLGEssfv3sQgFn9zuQ34+/m0k+07UOSrMk8dfrrvJv3A0aDjnFpWo5OQlQIuw5UUFhuR1VVFn6xj4JSbSlw36FKpoxIILWN/KGuyjxUxRebDwHavobXnWs7YQX4rLwq6htdJEYHExfR9SdFT6S5LtbJHoglhCSyrXgLcCQQ60hh2/7x2kzXpOHtL0eNT49l/a6i42Z/jqOqmFZ9Qd3vH2i3zchQM5ecMZiMQ5XsO1RJbX3Hl9vdQ9LwJCRi/O4bnNO6njPZGR5V5e+f7qaksoEB8aH87BzbCYPdIwn7vi9h4fBBjpjxqy8J+fPjVH6yjPo77/FV1zplwe53uWbYz457slx0jwRiolfZc7ACt1shPNRAWFNpguaAYn9BNQ0Ol7fmT3cdLNKWzmaPTyYkyEBBqZ0t+0p46cMf+e0VY31eo8uoN5IeZSM9ysYvx9zW4rUvLl/b6vGyDbkAjE2N8QY9zaUICsvr2H2ggoLSOiKsJlJTIti8t5g9ueV+CcSOflJzw+4iDhTWcPvFI0mJa1kS5Mf92lOuowafuEJ8d/SVpcnh0SPQNRUjqWoaS0xY+zNXaSkRPP7zSQxPj6O6su0HNq45O52r56Sj07U9y6Y7XIBj5mwwd2yHA4CQppIPdQ2dy3usu/9hcPVcvufKjYfYsb8Mq8XI7ZeObHVWyq8zYs5u5oi53Vgff4TKDz+DEN/mXHZGvctOUDdK8IgTk6VJ0WuoqsqitVoOx5nj+nvPhwWb6B9vxeHy8NSCLZRW1nf7vRqdbsqqG9DrFK46K41LzxjCbZeMZNqoBBxODy8s2u6t0xRoG3YVAXD6UTMgzUuTWfnVLP1eC9Rmj09h0lCt2Oue3Aq/9KV5A+lpoxJIiQ2hqNzOE+9u5usfC1pctyNbC8RGD/FtIKYrPEz8R+8B2v59almZli/z218T9E9tBwN9VmaPftB3VVJIMv3CBgBQVafN7kVaO7bskxJn7VCVdkVR2g3CADyRUdQ99mSH3rtZc9mMzsyIAXj6DwCTCes9v/H7EmWDw8WS9QcA+Pm8YcSEtx5E9MTSpLmrM2IOB7WPPIYa7ftfbKnrf/sAACAASURBVDpjUuJkomU2zOckEBO9xt7cCg4ebsBoUpkzIaXFa7dcOIL4SAuHimt5/J3N3ppLXdWcWxUXacGg1/4Z6BSFG+cOY/KIeBodbl5YtC3gDwjkl9ZxsLgWi9nQYnZpYGJo0yxeHXtyKzDodcwcm8TQAVo+VlZ+tXc5xJeKyrUgeNTgaB68biIzRifidHl4a+le/vreVt5ZvpcP12aTV1KH2aQnrY1k8jbV14PDgeHHbQQ/9zShv/oFpk8/QldSjMnZSChOPCrUNLjwxMXRcO31WtkFt5vgZ/9CxHlnEv6TCwFQigP7pF5bfr3qVgDKqrWfx6OfiOwxqkrEBeeAs3MBVUhTIFbX0PnAxZPSDzUoiLAbrkGXe6DT93fUmq0F1DW4SE0OZ0w7vxRYzP6rJdY8I2bs4oyYecmnOP28mXdHnD9ovixL+oEEYqLXWLROKxQ4b9Lg4/KOEqNDeOj6iYwcFEVtvZNn39/G6i15XX6vw+VaPlXSMUnMOp3CTfOGcdrQOOob3Tz/323echqBsGG3Nhs20RbboihqSJCRh66b6H2QYcaYRMKCTVgtRvrHWXG5PWTn+35Gr3lGLCEqGLNRz43nD+OmecMwGXTsya1g7bYClqzXZuiGD4jsfCFXtxvLa68Qed5s9PsywOPBlT4U+5334Dj3fFyjxlB/868Ij9UCzgp9MI2XX4lr/ERtGx29npo3/kXll+u0LXpUldDf3kHIQ/f1ulkyvU6Pp2nrrMNVWv5j84MIPcmw9QfctqHefSU7qqszYs3qnnwG+133oFpDsfz9NYLe+idKre/+rTmcbpZv1LaBmj9tYLsPQfRMsn7nP3KV8jIs/3yj038//nDzyuupc9YGuht9juSIiV5hb24FBwrqCTLrmDPxxBWiQ4KM3HX5GBavzWb5hoP8Z+U+DhXXcs056eh1nfsPrnlG7ETbvuh1Om6ePxy3R2XLvhKe/2AbT986xWe5aR2lqiobdmtFPiefIDE7PiqY+64Zz8GiGvodlaM1dEAkB4tr2XOwwqcPHXg8KiVNy8JxkUeWeKaNSmTYgEiy8quoq3dSVt1IdZ2DcyZ1otK3qkJdHaZv1qGrKKdi5doj+Upjj39cPsJqIq8EKmobGUDoca8D3g+u6v/8F8srL/D/7J1nmBvl1YbvUS8raXv1uttr40ZzB4NNCT0JhG46hJqQkEAqEHoINRACoYWE3lv4CIQOxthgjLuFu729a9XrfD9G0hZvkbQjaXc993VxYWln3nnVZs6c87zPMf/5Vtx//FPic8oA88sX4A/7cUQXHtiykBHTLv8S70U/TXq/uEYsxUAMIHTAQQD4fnI6hueeIffEY+DtN0EwDloLtXpLMx3uAGNKLUwfN/DvwKiL2VfIn0n2D8JZ3/DqS/hPOW1INFD3hjwY1IpGTG6UQExhSPBKNBv2g9ljMBn6/lqqVAKnLZ5IZXEOT727mU++q2XiKBsLppcldby6mOt7Hx5XGrWKy344jZuf+obqJhebd7Wz/6TMpuRrmtw0tfuwmXV9WkCoBIGxpdZuz+03No/3v94ju06spcNHKCxiy9HtFZTmWw3Msaa4rN3rxXrlTwnOm4/3p1cQOOa4AXeJBSwd7gQE+4KA9+fXQDiM/s3XYM4BUDYutbnKzC0L/4wv7CMSNADBuMFoptB8vQLvTy9PKdsy2IxYV8T8ArxXXY338qsoKrFhvvQKxLx8PL/+bcpjxnzsZk0oSKirQDozYjGZgD4FH7HgQbMJjxsv95RSosxcgVad/czcSEMpTSpkne/3tLO9xoNWK3LUwaMG3gGp0fHx8yShc03UtiEZ6mKu7/34K2nUKg6qkuwi1u3IfK/LPU3ShWTiKFtCgusYk0blohIEdtTK240gVpbsrYF3KgiOdhBFbOefRWDJkXh/esXAO0Wx5iQRiMVQqwlNmwHnnpu0HipdfLznQ/6y8nZq21qBzGbE1Fu+J+cP10EkNSd5syF1jVjfk1KDIOC++Q60X3yGZtXXKQ8Vs3PpamzbH2nViKXoI6bevAnB60XMk99OJxWeOvbZbE9hRKIEYgpZ57XPtwBwzOyxmAyJ323FzCzbkuw5GImI1EdF5wO1fpk+XjoBrtvWkpYedP0Ru5D01LENhFGvYVy5hYgoyuq91hB/z5IsTYTDaFavQvvRByCKWM85nbzFC7FefB6IIh1/exTf0vOSGtIWtTZxJBOIAeGJk+DYYxMyLs0EB5UczNd1KwgGpAt0xsT6oRCWa36G654HkrKs6EpcrC9DRmwv1Gqc9/0N0ZR6ebI6eiNTnmCLrUzYVySrmTQ++SgEho5Ny9J3Tsv2FEYkSiCmkFW2VLfz/W4nBp2ao+eMHniHLuRHjT3bOpILxJo7fITCEfIs+l7NSLsyrtSK2aCh2eGjsW3wthnJEA/EUujVODW6elLO8mRKGbFwGOvS0zA+9giqhnoQBJwPPEzbx8twvPwmqFSIRUVJzyWWEUs2EAPgxhsJHHdCxt3de8OmzyVfVwGiCqNBnfzihlRRq3HddiehGbNSHiJemkzSRyxRIuPGE64cjfXsUxGakmsy7g+EaXZI9jQleYndOMQDsXRoxOL2FUlkxLxetCtXEFx0uOzzSZUGT0O2pzAiUQIxhazy8qeSNuzIgyvjpY5EiTmsJ5sRq4+WJRNphKxSCUyLCn3X72hN6jiDpTaqY0spEBstfyAWC0SLEwzENGtWI3g9uG/9M86/P4b/zKUAspRZYhmxpEqTMQwGTH+9B+0nHw16HnJw29wHAchLwFVfDtTr12G+5UZCM/cf1Dhdxfppyxbn5OC95HJyT/1hQp/Xq59u496XvmNXtFVZab4pbk8zEBkxdE2yNOm870GpXKswolECMYWssbXGwdY9bjQakaNnJ7HCLkpeNBBrdfqTuhDUDyDU78n0cZL/0LrtmdOJBUMRGts8CEIKpUBgQoUNjVrFngaXLGJq6HTVLxlgPuoN68n51dWYb7oeoaOD8IRJshy/K9aoqD2ljBjg+9Ep5Nx8A6rdu+ScFgDN7d746tJE+Hib1Ag+I0L9QADLr3+O77QzBz2UTqtGp1ERCosEgqnpzBIhePgS2l99m/DESejefgNcfdsnfLK6hvXbW3k3anKczE1MZgKxxC+5xn89MehgWW5ePvGNbE9hRKIEYgpZ480vtgNw9MFj4mWOZDDoNJj0GkLhSFLBRlvUKqAgwVV+kyslr66Y5iQTNLR6EEUozjWmZAKp06qZWGFFhEGb34KUeWpq96JWCX32jlTt3oVm5QoErwf/8SfgePVtIuV7N1eWg6RWTfZCZOw4nPc9iHbFcjmnhSiK3PbMKv70z5UJB4m56nIAbDnp14dpV36F/8c/ITxlqizjmWVcOdkfYkEBofJRBNqd5NxyQ6/bhMKR+MKBNdHODhXJBGK6DIj1E/wtq3btRPe/94dUNswddPOvDU9mexojEiUQU8gK22odbNjRhl6n5pi5Y1IeJ8+afHkydvFOVBgda8Ts8nS52Ljd0p35889jvvkG9M8/g6p6T0q6o221Dpye7hft2pbU9WEx5NSJrdzUgCjCtHH5e5dXvF4Mzz2N7byzQKshdPAcgkuOSqvvkcmgQa0S8PpDKXcQCO1/IP6fnC5l7hzyLGoIBCM4XAG8/nA8KzMQmohkP5KbgdJkaP8D8F56pWzjda6c7DsQa+3wcd3DX/LhqtQNmAFe+2w7l9SNoq7Bgea7b/f6e29BeWoZMXk1YuFIhFA4ggBo1In9JgwvPIvvzLNlncdgcQVdfFX3ZbanMSJRAjGFrPBKVBu25MCKlLJhMbqWJxPFkWQgptOq0GpUBEIR/IEw2uXLyDv+KDSbNsCSJQQOPQyVy4mquQntxx+Se+QiNGtWJzT2tloHt/17FY++vbHb84MR6seYOkbSYskRiH0VdfifP60UIhE0336D6S+3Y77tJhAEhLY2HM+9HDfoTDcqQYh/fqlmxQAQBIJz5mE97yzw9N9AOxG8gc5syseraxK6QYg1/E73ikmhw4HtjFNkHTPHKAUv/WXENu9uo9nhY/WW5AT3PVmxsZ5wRGTDpb8hNHkKhn89iWrH9vjfOzx7fw8qihL//eijGTF/MCyr5i1WttVp1Qn5mQH4T/ox/uNPkm0OcuANejBq5LGuUeiOEogpZJymdi/2XS7U6gjHJLlSsif5KQj24xkxU2IXPkEQsBikk7R7207Mt9yI44VXCc2eCyUlBBcfgfeSywntfyDBJUfS8dhT5Fz3S9Tbtw449tqtUgll0862bhezuFA/SeuKrowts6DXqqlr8dDuSm5BQ1caWj1sr+1Ar1Oz/6RCVHW1GP/5OKEpU/H87BdgMOC98udEyspTPkYqxAIXRy8X4GQIHHs8vjOXopNBvO/rsuIuGIrw5Dsb49q6vmhz+gCpW0A60XzzNcGDZss6ZiL9JmO/Tc8g/MaaHV5aoquj3ToTmEyEJ03GesXFmG/9E0QidLil348qGuxo1EK3DhADoRKE+KrVYEg+zVtsrET1YdqP/ofgcIBxaDnYFxoLueqAq7M9jRGJ4qyvkHFiJ+byIhOWBIOhvoj15otdzBIhFoglqskRmpqw1e6m1VqGI7eI9jff7deJPDJuPO1v/hdUKrRffEbwkEV9bhvLVkVEkfU7WnB6gny0qpr26BwTyoiFw6jq6yRjTrU6rsvSqFVMrsxl3fYWNu9qY9600oReb4zvd7fx4Iur45qZg8bnUXTRUpwPPozzwUeSGisdxHVirsH7LPlPPwuCQQyPP4Lv4stSHscXzYhZTFoCwQgbdrbxh8e+YsG0Uk5cOLbXFacxB/jBZD8TQV1XS/CQQ2UdM1aa7C8j1ipDILZlT2ffVE+0DBpccAjt//kf2s8+gXAYz8pvAC2zJhZQ3+phbKkl6dZnOo2KYCiCPxhOqR1Rb8RK5wnpw0QR87130fHIE7IcW048IS+ByNAwQh5pKIGYQsaJnZBzTYNPc+dHBfeJeolFIiJObxAB6WKZCKYH7sVceRQ4ohccrXXgnQwGcLsx3XMnXoeDwPEn7rWJ1x9iR11H/PGytXVsqXYQiN5B67XqXnthAhAMYr7jFkSNBu/lV5Hz++tApSJSUoLrz/dgPfMUVA4H+886nnW2WWz+bhsLNe2Ex09IuJ3Ni//7np1dGp4f8/Rf8C89BdGWm9D+6UaujFgcrRbdxx8SmjMv5dVqvqi+qCzfxMUn7Md/lu9k2bp6lq2vZ/mGBhbMKOXEBWMpii548PhCNLR50ahVaQ/EfGedI7tuLycBU9fYb9MzCBG8fU+nhq9b9k2tJrj4CPB48HzyBYxbTEmeiZ+dMjOl4+h1aty+kKyrQP1JZMQ0X68kXFFBZFTyq8jTzda273l35zvMK5uf7amMOJRATCHjxIS9/fWUTJSYRqwtwdKb0xNAFKULyEB3y9qP/oeqqQn3zbeT8/ZGcDTg9ATwB8PUtbj36vG4F2YzHU89i+3UHxI64MC9VhBuqW4nHBHJzdHR7gqwYaeUHZs+Pp/DZpVTaDP2bgAZiWA76ycEFh+J97IrQaWi41/Pdduk4/lXwe1m0urN8IWDTXVuTPc+jmbzJjr++Qya1d+if+VFggsX4T3/ItBoEDo6EFxOxKIiHI1tfLOxHjUiP6/0YJxaReUF9+Av2bv5eLaQMyMWw3Pt7zDddQcdT7+Y0v6x0qRBr6Ew18j5x07luPlj+c+ynXy5vp4v1taxfH09C2eU8aNDx8V7nlYWmxP2u0qJYBDbqT/E8cb/yTqsOQGNWNfSpCiKCeukuvJ9l0Cs14DOZKLpqBNhqwurMfXzSixrFQjJJ9gPJOoh5vcTmjkL1213yXZsOfGFvZg0Q6tcOlJQAjGFjBPLiOUYBq+JyUtSIxYT6vfb08/lwnLtLxD8flx33AWC0Oki7gny9rKd/N9Xu7jsh9M4vsjS7/FEWy7tr70DWi1CQwNil0BmYzTwWjijjK83N8YNU09ZNIExpd3HFVpa0L/xKvr/voPj2ZdxPvDwwJoss5nyBQdi/uZzmnyw/c6/U2RSg0YDXh/BO+5G98F7CAE/hif+gW75MiIWK97Lr+KrnQEiwEE6NzOPmodYXEz2fei7Y5M7I4a0ktJ1y59T3j9WmjToOi+6xblGLjx+KscvGMPby3ayfEM9n62pZU+ji9lTigEYM1BQP0g0G9YRqRycHrM3Elo1GZUNREQRXyA8YDeLnnS4A910dn2VOB06M+BKONPdG7GslT/Flbi90Vma7DvQFlpbsF54Du4bbiZ04MGyHVtOyswVzC1bkO1pjEgUsb5CxomdtI0yZMRiYv3WjsRMXWMrq3pdoSaKaL/4DIxGfKefRceTTxMpkXRVsZO70xtkZ71UTvz0u9rEJpmTg3rL99jOOwPB2VmK3BzVh00dk8esCYUAHDCpsDMIE0W0n38q6UZuvREhFKTjocdAp0tYGK9SCVR1ddnX6UClIjxtOpGx4/BdfBlifgHeq3+F44XXcD72FMEDDuKzVimQWHDCfMTi4sReZ4axdsmItXb4ZLt4ilYr5puuT2nfeEZMt3f2oyRPKlfedsk8zAYNO+o6+HJ9HQBjS/sP6AeLZu0agvMXyj5uZ2my9+AoGArj7GL7kopOLJYNiwUynj6CvthNVvFrz6J7/92kjwOdLYjkLE12ivV7z4gJzc3YTj8Z71VXD9kgDKDMXMYBxQdmexojEiUQU8g4sdKCWYZAzKjXoNeq8QfDCfn/dPSTEcu57hr0r70MkQjBw5d0/1t0UYHTE6TFId3hb97VRosjMQf18PQZeC+7Cuv5kjeQ78OP2d3oQqMSmFiawwkLxnDigrGc+4MqALTLl2H74bHoX38FAgFc9/0N76VXphQUxfzENidoY7Gjzkltsxtbjo4ZEwqSPl6miH2G9j3t/OaR5TzWwwIkVcT8ArRfLUNoSb6TQmcg1vd3uzTfxJypUma0ukmyKUl3IOY79wJ8p58l+7ix33Bf/SbbepSN+8uc9UXMU2/iKMlYua9gLnaTZTj7LEx/vg315k1JHysWLMmZEfPH7Ct6yYiptm9DzMvD+Y8nCBz5A9mOmQ7e2vYGb21TnPXTgRKIKWScxg7pDlcOjZggCPGek60JrJyMLXHvmRHTrFmNqrkJ1z0P9Cpmt0Tv/J2eQHwZvQh8+m1NwnP1/+gUXHfcDcDmHc0ATHFWY2htouj1FzijfgWlzz6OqrYGVWMDrvsexHXvg6AfnNFnV2PXRLKGy9ZJWZrDD6xMr25pkMQ+Q5c3SDgism57C6GwPJkM309Ox/DaS8nv10tpsjcWTO9cwZpuob6qppqcX/08LS7tXUv2vdHW0f03mYprfezmKWbl0pdVRmw7S3kRzocfR129WzLqTcITzNAuBd+pmgT3Rkxv1lPvqXv/XayXXojgaCc8fqJsx0sX3pAHo6IRSwtD9yyrMGJxeKUskkmfupajK4VRd/0Wh49QOMJz//u+z7Y+DrcURHULxLxeQtNn0vHw432uKouVJmub3d0u9p9+m5xbeHiylPFaWymt6pp07KFEyisIzp6Lqq6WiC0X0WDA/8OTZevRWFZgwmbW4XAH4uLwYCjMuyt27dW2KRgKsyJq3nrkID3e0o2thxN9MBTptspzMPjOOhfvuRcmv18CGTGA8eVWSqIeV+kW6uvfeYvQ9NRWEQ5EnX8HAC0ud69/76nd7M9vrC86okFerDdsb2L9cCSCy9O5GjpcNYXAkT/A8PwzWM8/u9/spmbtd1guPg+huRk90m9b/fDfAdA//wzmW27EfMPvUe3amfTcoatYv/MzVtXXYbrzdhwvvY6YP3Szzl2x6XMpMSVngaOQGIpYXyHjuL0BQC1LaRKgwGYEJPfuNVtb+GBVNZt2tXHLxXP32rY3M9ecP/2BwKLFvVpMxLeJ3vk3RAX15YVm2p1+ttc6WLO1mVkTC5Oa86adrQDsF81WhSdX4Y0GaXIjCAJTx+Tx1cYGNu1qo7zQzFvLdvLO8l1s3tXOL0+bFd/22++b8fhDjCm1MLbMSlOTPIFNOjDq1RTlGvD6w0wot7JmWwvf72lnYoVNhsGNGB/5G8G585PqFpBoRkwQBBbOKOO1z7YzQY759oPuow/o+OvDSe3jCrr4pn4lW9rsvGh/HoAr9/85ZeZy/rjstwAsGnU4vz74twiqBoIBFb5AaK8AtGcglopGLPabLc6XAjGvP0QkIqJSdd40ubwhRPZeDe297CrCY8djO+Nk2t/9ENPf7kdoaSE8Zgz+H56C8Z+PoVm3Bs8vfo1YWIhmdCW01dKx+GgAwlOmSnpMjQbRZsNyyfk4H3pU0lomSExv1rVnbKS4BMcLryHm5Sf9fmSLM6YMrZZLIwklEFPIODosgEeW0iRAUa7kJdbs8Ma1HTXNbpravXG/phg9+0xqly9DvWsngeNO6PcYPY1nS/KMHDKjjJc+3spT727mlovnJtyqqbXDR0ObF4NOzdiy9GqDYkyJBmKbd7UxbVw+/12xG4Da5u4ZsS+iZclDZpRlZF6DQRAEbjx/TtwMNxaIHTcv9d6lXQmPHY/+7TeTDMT6Fuv35Ji5o8m36pMO4pNCFHE8/WLC3nExap01vLj5OR4+6nEumXl5t799cOpn3R4X28w0tEnO9xWF3X/TMTNXlSAQEcU+hfb9EfvN5pp1GPVqvP4w3kAovmKz6za9aT8DxxxH4JjjAPCdegbqHdtR794Foojn6l91K/3Hsla+slEAe3324WnTMT72CN4rf57w/GOlyXhGTBTJue4aXHfdl/AYQ4Hbv7qZI8YczdyyedmeyohDKU0qZJw2t3Tx73oiHQwFtlgg5qOxrXOZ+3dbm/fa1hHViMVO2Kqaapx33T+g0aW5hzdRgc3A0bMrmTa+AIc7wL/fsyfcny7mpl9VmZu083eqxHRiG3e18sib6wlHpLm2dPjxR4OH1g4fG3e0olELzN1v6PiF9YfJoCHHqGXyKMlkdkt1O5GIPEYbgUWHo/3i06T2SbQ0CZI2bMH0Mtl+B71hvu0mNGu/S3q/Vl8LBcbESmY5Zum309qxt0YzlhEr7aesOBBdb55icoaeJc6eN1h9EakYRfCQRfjOOkda+NJDfxnTcfn7aHHkuewqdJ9/AqHEX0csI6aPZsQ0332L4OqQ3Vw33bT6WtGqlNxNOlACMYWM4/NLJybZMmI2KevV3O6Le3EBrOklEOtqX6G2byZ48JyE/JXUKlW3Umqh1YBKJfCLMw5Ar1PzzeZGVmxqSGi+Mf+wqWMzV5YoyjXGy3i7G1yYDZq4B1tDNHhdtr4eEThgUtGgGrFng3yrgUKb9PpiLYMGjcmE45W3ktrF50+sNJkJhNYWtB9/SGj/5C0H8gz5HF65ZOANgZLcHID4auKuxFqPjSrqX2jfF6FwBI8/hEoQMBu18d9gz8xaooHYQOji9hV9iPUNBhzPv4pm43q0H3+Y0JidGTFpbP3LL+A7Tf4VrOlGEusrTb/TgRKIKWSUUDiCGNEgCPJdrAptnaXJhi6BmH13ezdNSiQi4owGYhaTFuM/HkLVkFjwBJ0WFtCZhSstMHPmEZKo/pn3vh/QWFYURTbt6q4PyxQ/PWkaJy4Yy9KjJ/OnC+bELRPqWjyIohhfLblwGJQle6OqUsqKdXVhHyzqTZvQv/Bswtt3OutnPxDTffA+vgsvSWm1ZKGxiLkJtrIpypWCrJZeMmKx0mRFdFVoshqx+EpIsxaVIMRv3nqO4+hF+5kKek0Chq6CQLisAuO/nsT24+PRfL2i3zFjGTGdGEKzcgWe3/yB4GGLBzXPbHD/4oeoyp+S7WmMSGTPM1ZVVZUCtwKz7Hb77OhzTwATumw2EzjQbrfvrKqqWgocAISBbXa7/R9yz0lh6BArTZj0mpRanfSG1axDq1Hh9oVw+0KoVQLjyqxsrXHwt9fWMmV0HmNKLeRZ9PH2RhpEtKu+xnXX/Qkfx2LS0iDFUPFADODQmWV8+30Ta7e18OT/beKa02b1+drqWz20uwJYTFrKi9LbW7AnE8ptTCjvFIaXFphgizSnLdUOGtu85ObomD5u+AiIuzK5Mpdl6+v5fk87R82Wp1dfZPRozH+5Df8ZiQmVkylNppVIBP9PTk+5/PXspn8x1jqOkyb+eMBt860xU+XugVgoHKHDFUAQoKwgFoglpxGLZ7CjAZYpWsbtGYh1ZroHl8nV6RIzdBWLiuh46llUNdWIFgvq7+3xFdE9iWXXbI88iPoHBxGas/ciouHA/d/ezU9nXo5NPzR6zY4k0nG2OAR4E+jaNfd9u93+IkBVVZUVeCoahI0Cfg0cYLfbxaqqqq+rqqo+stvtW9IwL4UhQOwEKqcuRhAECm2GuDVDYa6RQ2aWsbXGwebd7Wze3T1DYjXrELwePD/7ZVLZAkuXcl2BtTMQEwSBC46dwvVPrGTDjlY+WV3D4gNH9TrGpi5u+qosa0TK8qWLY12LO57NWDC9rNtqtOHE5NHSBcK+pz3lnoY9iZSVI3jcCI72hJqdJ7pqMt1oVq5A//bruG/7S0r7t3hbOKA4sUUKsd9CbZuj2/MOVwARSWQfs39xJ6kR61lyjGfEeoxTH/3tD7Y0GdNxJeojFqkYBaKI6ddXo2prI1Q1Bfetd6J/8TnJv8xoJBCK5iBOPhn/SYcOan7ZZHntMi6deUW2pzEikT0Qs9vtr1RVVR3e47muHXQvAp6M/vsHwCq73R5T1y4HjgX6DcTy8kxouiwFLhqg399wZCS+JgBdNACzWvSyvsayopzOBsolFk45sor5syr4fk8726rb2VbtYFuNVKqcNr6AwqZqOO8sMCWueSjMk7bV69SMG50fv9AXFVkoKrJw1an78+d/f81Ln2xj0tgCDqja2wV/W51kBzFnelnWP+OpE6TsRE2zO57NOOnwiRQV5cS3yfYck6GwMId8q57WfPWmxAAAIABJREFUDj9+UaCyuO+5J/W63n6LwpISSGBhhS+aSRlVnpt0T8VU6PN1fPUpHHs0phQ/v/L8YvarnEhR4cD7T4r+Dlqd/m7zaXJ12k6MKpeC2EAoktB7H9tG3NEWH6OoyBL/DQpqVXybXXUdrNnWjEYtcMiBlRTlpa5jKiyI2rWohOS+I6+9ArW16JxO6T0fXQY7dkBjK+RLgVj+vAOH1e+pJ0H8jC4rQave+yZ6OL+uvsjka8po/ryqqkqFFHzF6kHFQFejoo7oc/3S1mVlXFGRZUh7HaXCSHxNIL2u6jrprlmvFmR9jbYu2apck5amJidaYFqljWmVUjkuIoo4XAFsZi3Bow6j/e33wJS4g7Y2minKt+hpjto+dP2sJpdbmD+thOUbGrjh0eUcNLmIn540DW1UdxIRRdZuaQJgVL4x65+xPhpX1ETb7EyssKFDjM9rOH4PJ1bYWNnRyFdrajAcUNHrNsm+LqHDj/FvN+H5xa/73S4ciRAIhhEAp8ODK80Zz/5eh3XNepwXXYGY4ud36dSrQSSx9ykqRne5IjQ0dMQzqjv2SEGUxaDF75G0Yh0u/4Bjdn1dNQ1Sb1a9WkVTkxMhIgW6jS3u+Db/fHs9ogiLZpUjhMKD+s76vVLw6HQHkh9HZ4UCKzQ5Yf5i6T/A9fxqALyegV/7UOZP826nvdUHdC9BD8fzxECk4zX1F9hlWqz/Q+A/XTJgjUDX2VmjzymMUFxe6YRsknnJfmEXzVZJfu93xCpBIM+iR7d+LeEJE5LKhkGnqWtXfVhPzj92KqccNh6DTs2q75tYvqE+/rc9DS7cvhAFVsNe/mbZIMeoxWrq/BwWzhj+rtmT0yDYF/Py0b/+6oCWBTEbEL1OLZv+MVU6/vkMosWa8v4/eeuHBMOJ6bm0GjU5JjWiKNDu6lys0hptBZZn0fdZUhyIrmJ92FsjtqveySp7E1qNiuPnj01q7N5IR6/JTmf97C/gGAzb2rdmewojlkwHYucDT3V5/B5wUFVVVeysNR94N8NzUsggTp90YpXLuiJGYZfApjhvgCAnFMJ7yeX9b9MLsSX4/TVojl0Qzok2735v5W5aO3w88Mpa7n5BujOeOjYv6xfqGKXRoFWnUcUbUQ9nYoFYTCcmC4JAcM48tCu/6nezZMxc04n+5RcwPPf0oMZo97f1WoLqi5hgv+vKydgK4jyrHr1WjVolEAhGkuoH2rMTRuy8EWse/vrn2wFYcmBF3I5lMMRMV+XsNdlf0+/hxKNrk+vOoJA46Vg1eRhwDlBWVVX1R+Aeu93uraqq2h/43m63x01+7HZ7dVVV1d3AfVVVVWHgcUWoP/KIiGJcmL6jVerNKHsg1iVL1W8gFg5DIEhoXmJL87sybVw+t10yd+BAD5g9pZhXP91GXYuHm576Gme0X16OUcuhM4eOPURpgZnvqx0cVFWUkKYpHAnz6NqHsbdu4nfzbuCL6k/5vFoyPT19ylkYNUaeWv8EALNL53LihB9yw7LfA5BvLOCG+Tdz21c30eSREt83LriF93a+y1e1XwKwdL/zCIsRnt8kBRILKg5hyeijuHX5jdJ8zaX8du713LjsDzj8Utbr1kPv5M0tr3FY5WLKC0dhNmhoc/ppdvhkyzx6fnUdorn/Va7eobBiMhjE8MKzuG75c0YPm2fRsbveQ0uHj1iH1JiHWL7FgCAIGPUaXN4gHl8oYVG9o4djvrlLZm1rjYO121rQa9UcK1M3Bb02sVWTyRAMjYyMmGw3Ngp7kQ6x/qfAXnbUdrv9O2Avi2e73f4M8Izc81AYGmzc2cr9r6xm/Iw67ll6OVuadwIVsruJxwIxtUrotqKxJ9rPP0X/7n9wpRCICYIQX4YP0OBpIOLy8PfVj7GyXsqW/PLAX9Pia+bfG5/CZJsNHfvj9ATJtcGRh6sYVWBhUnFuPHhRCSoWVhzK2qbvcPgl/dz+xQfQ4m1hj1NqQzTONh6z1sz65nUA5BsKmJI/lS9rvwBAo9Iwv3whqxtW4QpK9zkHlBxEo7ueGlcNABNyJ6JT69nUsgGAIlMxE2wTyRtVz+hWGDNZOvaqhq/xBCUN5rG5R7C1bQt17loAJudV8cLmZ/GE3Fw081JsOhvzyxcyOeotVJFTgVpQc9HMSwHI1edi1Jjij3Uq6WJ66uQz8EekbIlZm8MhFYuYVjgDgMqcSkTE+D75+nwsOkv8sUEtfbZnTl1KMBKMP1eWU8YvPr6Kl058ncmVuaze0sz3e9plC8QipWWYb/0TvlNOIzx1v163GQorJrVfryBwxNGE95s2qHH+e8pHSW1fkmsB2uPlSOiSEYtmqswGKRBz+4IJB2JOT49Vk/rO0uQb0WzYkQePGrR/WAydRv7SZGys4Z4RO2e/87M9hRGL0q9AIa2s39FKKCTgbZXapRRoy2lD8hGTE4tJx8mLxmPUa9Co+zjhud2Y7r8b9/U3yXLMf657lIUT5nHW1KWcPOkngORIHhbD7FcwnWpHPc+85kSrVmGc8gkr2wI0RyYws3h/Ptr9ASIiGkHDwopDWdXwDbs6dgJS4LXdsZXPosHa0WOOocRcwoe7/wdAVd4UJudVxR8bNAbmly/km4aV8cBrcv4UtrRvYXntMgD0agNWvTW+z/TCGYy2jGG18wMYB+udVo5mAV/VLqfJK2WrDp+ygM2tm/imYaX0Huss/OzAX6ISOt/f8pwKynO6i+Jn9PAZmlE4s9vjyfnd/ZZGWSoZZenu+5Vn6O5l1nOMKflTuz1eMvooPt3zCR/seo/JldNYvaUZ+552Wc1pfaefheWyi/D89g8Ejjpm779nszTpdmO+8zbcN9xMcMEhgxqq1dfC42v/wXVzfp/wPjHdZFd3/ZiZa340EEtFJ9aXfcXuBhehcASjXsMxcwfujJEocpcmRVGMdxNIZyurdLO7YxfHjDsu29MYsSiBmEJaaW6XnO6NEUl/ZNMUA02ylyYBTlgwts+/qerriBQW4fnVbwgdNFuW432y5yP+dNT1+Dr2/luONofynAr2vyyMIIBWs6jb329ccEu3xxdMv7jb41GWSpaMPqrbc39acGu/j3s2Z/7B2GP5wdhjkxrjygM6mxnnGy2cMOEkTphwEsOB6+ffhIDAekHK4Mkp2AcIT5qM4+U30H30AQQCUiPtLlo/nz87pUnB0Y71vLPwLT0PNIM/dqOnkZ0dO5LaJy8naurqlH7v4UgER9S+IjceiPVuxtoXkYiI09tZ0pfGkF5fTGf2gzmVsgY48dJkH70mkyUQjBAMRdBqVJ1Nv4ch/1jzEEeNPYZS89CRVYwkhu83Q2FY0OiQrBGaogFZOgxdB0L33rtYzzoVweEgeOhhsowZCAdYPPpILPr+vWZ0WjVazfDWhgwXNCoNm1s3ceO3l6HXqmls8w7YcipZxPwC/D85HcMLz5Jzzc+kgCxKvDSZ4fZG2q9X4L3kcslJXwZavS0UGBJr+B3DHA2UWt3S773DHSQiiljNuniGOpYFTzQQc3qDnZ0womN07fdqNmg46mB5OijE0GpUCEAwFJGlebwrGkhazbohs0AnWURRZFntF8wvX5jtqYxYlEBMIa00tksn5nann0AwHD8JpyMj1hvajz7A+OSjOF55E7EguYtLf7T6WvjFQf37SilknmmF05lTNhe9TcqGbamWNysWw3fO+YSnTMV25inglW4yMt7eyOkk51dXEzjiaALHnyjbsPsVTOOiGZcmtU8sY+WK+nC1RoX6XVcy9tWwuy96a+St1ajjvnzHzRsju2muIAidjb9Dgy9PxgIxi0watmzgCXk4c8rZ6NWDX5Wq0DtKIKaQNgLBMD6fdBcoAo1tnviy87QHYqKI/oVnCR56GI5nX0bMly8IA7ju019S46qWdUwFefjV7N9QWix97+wylyfjCALeS6/Eef9DYJD0URkX6197LcHZc1LuJ9kXOxzbcQfdSe0TC8T80QRkW0d3fRhATjQYaXcFSITGqHF3z8U3B1cVMa7MwpI+2ogNllgJ0S/DykmXrzMjNlxp8NRz7rQLsz2NEY0SiCmkjZYeTYDrWzzxO8R0lyY136xE9/EHko5HBt1MV/xhPzWuGsbbJgy8sULG0av1nHyA1NNPbp1YTyKVo7H87DLw+eIZMWMGAjFVXS04HPhPP0v2sT+t/pjtjuTMO2PZLr9fKmX1XDEJUJovrWCtb/XsPUAv1DRLwWBFYXfbkEtOnMb1581Gn6b3WZdkv8n+cI+AjNg1H/8MV8A18IYKKaMEYgppo+sKKoCvN9bjC4TJzdF103qkA+NTT+C9MLnySqI0ehr40aRT0jK2gjyMK7MhqCLUNLnp8HRmYELhCNtrHLJ6IoUnTMTw/DMZK00KTU1S38vnnpM9GwbQ4mshP0mNmE6rRqUWCUdEfIFwvDSZ3yWbVRptMh8LxJod3niP096ojQZi5YX9+7fJTSzAkyMQi5cmh2lGrNXXQigSoshUlO2pjGiUQEwhbTT3CMQ+/06yVpg0KjftwlXf6WcRmjM3LWPnGfK5av+r0zK2gjxoNSomjpIWUqzf3gJIQdgfH1/B1fd+ImumzHvRT9G/8So+fwZKk+Ew1isuRr1pY1qCMIDDRy1mYu6kgTfsgSGa/HL7gn1kxKQuDg2tHgLBMDc/9Q2/f+wrNu1s7XW8WCBWUZTZQCzm9yVLaTKeERue1hWNnkbOnXZBtqcx4lECMYW0EStNxk6kMXf5WBuadKH7z1uEx4xN24XqsvcvjJutKgxdDp5UDsDabS2Iosgz79tpbJOE9Q3R/8uBaLXhePXtzkBMZgF5V4x/f5DgQQcTPHxJ2o5RbC6lwFiY9H4mgxSAur2hvTzEpL9rsJl1BEIRVm9pxuUNEghGuO/ltazd1txtrHAkEs+clRUk1xN2sMTF+jJmxIarRixHm8Opk8/I9jRGPEogppA2GtqkO9opo/O6PT9plC19BxVFTPf+BTE/f+BtUyAiRtjj3EOlRT4TSYX0MHOiVF77blsjX6yr47M1dfG/JdPvMCHCYcIrJOPbdGbEgocdjueX16VtfIBrP7maiJj8+1NkkX7XLm8wLtbv2f8xlhVbtk76LMwGDaFwhAdfXcc3mxvj2zW2eQmFRQpthoz7sumVVZMABMNBzn7ntGxPY59ACcQU0kabU9LmTB3TGYgZdGpGFeWk7ZialSsIT5uOaLGmZfx6dx3zyucPW0+gfYmSPBM2q0AgAE+/Zwc6ReVy9hIEQK/HmStlkeS2VIhh/PuDRHLzQJ9eG4FgJIROnXzgoNdLvwmnJ0C7q49ALJrd2hAtR566eCJHz64kHBF55M0NLN9QD0BNU3b0YSDzqslhrBFbWf8Vc8vmKee6DKAEYgppo65VspwfU2KJmzlOrLChUqXvhx0ePwH3tb9L2/hl5nLuXHRv2sZXkJdYeTIUFpk6Jo/FUcsDuVrYdKXNImXgctNw0VXV1qB/81UiFemxbOjK/PIFKe1nM0lBV12Lh3BEJMeo3cvMuCyaEYutlZhQbuX0JRM5YcFYIqLI429v5L2vdnXqw7IRiKVh1aRcvTAzSYu3mZMm/jjb09gnUAIxhbQQDEXweEEQRHItunjz5bSWJd1uDK+9RGT0GNmHbvG28HX9Ci5671y2tW+RfXyF9DBropSlUqlEvtU9yKtbnwXAL0PZqSuiKOLwShqxog/fQbV7l6zjGx9+EM81vwF1eq0xImKEG+ffOvCGvZBjlIKNPY2S1UG+Ze/MXWkXvZdRr6as0IwgCJy8aDynHDYeEfjby9/x6RqpTVU2MmLKqkmJRaMO55CKRQNvqDBolEBMIS3Elq+bTQJqlYqpY/PQqFUcMCl9y6ANr7+C4JLX7yYQDrCi7itCkSCvfP8iE3InMtY6XtZjKKSP/cbmc8KCMVxw/GQeOPZOTp0iNWeXuzTp9oUIR0SMeg3q8eOwXrAUoaFBnsEjEdy/u4HA0Xs3Gpeb7e3buPLDS1LaN2bqGgvEepYlAUoLOgOr8WVWVF3KXsfPH8uZR0irNWOrLrNSmpR11aQUnA83jdi29i38/OMrsj2NfQYlEFNIC9WNUmlhVKGUAfvJYRN45qZjGFWcJn2Y243x8X/gveinsg772paX+c+2Nygxl3Lnonv5w7wbUauU3pHDBZUgcPKiCSycVkmRqYh8s/R9lLs06YhqomxmHaEDDsJ98+2YHrwXXC4ExyCsMkQRy2UXoq6vTdsq4K40ehooMZWmtG/MpDm2WjqvhyM+QKHVEO8bOb587+z4UbMrufInsxCQLEjKC7KhEZMnIxaORPD6QwhCZy/O4cL7O9/j6DHpD/wVJDK7HEVhn+H76jYAJo+ShPoqlYDZqMXj6tvAcVCYTDhefA0xN2/gbZPgq9ovOU9p7zFiiGU7AiF5M2KOaF9EW7QEFVx4KMEFh6BZt4acP/wGvF58S8/Dd+ZS1Lt3EZ4wUTJl7QdVbQ3WS84nOGt/wuMnyjrfvnAGnVRYUtOh5fQINnorTapUAqX5Rqqb3Eyo6F2mcMz8seToVIgiaXPP7w99TKw/yPK1O5oNMxu0qNOoi00HjZ4GfqyYVmcMJRBTSAvrd0plmUmj0usZBqBetxbjs//C9ed7ZB978egjmF44U/ZxFbJDzJrAH5A5IxYLxHK6lKAEgdDM/Wl/+z3w+xEcDlRtrZjuvA3N95tx//q3BE7qLoYWmpsx/vtJhJZm3DfdTsdjTxEpr5B1rv3xg7HHprxvz0Cst9IkwOlLJrF5dxvTx/VtMVM1Wt4bqmSIZ8QCgwvW4+3chlk2LBgO8od5N6JRKeFBplBKkwqy4w+EqW8OACLjy9NjI9EV8x034ztzqezjOvztjLaMQaseXidShb7RyegR1RWHK5YR68NaQq9HLC4mUlqG8/F/0f5/H0grIEOh+CZCexvWi88lUlKK+483gUaT0SAM4OHv/sa3Dd+ktK/Z2P3C3VtGDGDauHxOOWxCWldPD4Z4sD7I70gsEMsxDq+A5p3tb/Hgt/dlexr7FEogpiA72+s6EEWBimJT2jyVYqga6omUlhGadYDsY39e/Rn/2/We7OMqZI9Ojyi5M2JRjVhOYqJsMcdC6KDZ5PzmV9h+dBzWC88BjQbHG/+H7+xzwWiUdX6JsrFlPXr13tquRNgrI9aLRmw4EPuODFYjFg/EDMPrRu79Xf9lyegjsz2NfYrhFaorDAu2Vkvi5KmVyTUOTppAACIRXPc+mJbhV9Qv58jRR6dlbIXsEPOI8gVCA2yZHD01YoniuuevCI2NqBrqEXMsss4pFRo9DRSbSlLa12TofjnJy0mv8Wy60Ee/I05PEFEUUzY07cyIDa9AzB10M7No/2xPY59CyYgpyM76XVF9WBp7SgrNzdjOOBndu++k7RjjbRM4qOTgtI2vkHk6M2IyB2KuXjRiCSIWFxOeMTR0iPcvfogCY2o3UGqVCq1Wcmo1GzRZEdrLQawv5KZdbdz29Cq2VKe26tU9DDVi4UiYfx37nOKmn2GUQExBViIRkR21knXFxD5WRQ0aUcR6+UV4rvoFvgtT8zwaCF/Ix+GVS8jRZT9LoSAfMf1PSN44rEtGbHhmgWK8ZH8elZD6ZSGmE+tLqD8cGF9u5YLjpmAz69he28Edz3zLQ6+vo7HNk9Q4wzEjdtuKm/i8+tNsT2OfQwnEFGSluslFKCSQZ9Wk5WSs+89bqDdvwvH8qwSXpE/H8HX9Ch5f+0jaxlfIDukT63f6iA1XQpEQ72x/a1Bj5Jkl5/w8y/DUhwEIgsChM8u549J5nLhgLDqNilX2Jv7w2Are/WpnwuMMx0Ds8+pPOahkdransc+hBGIKsrKl2gHA1NGF8g4ciWC66w4Mz/2bSEUFaNIrb5Qa3s5P6zEUMk+na7p8gVgwFMHtC6ESBHJMw+ei25MWbzOFxsF1vtBopfd1OGfEYhh0Gn68aDy3XjIHY3E14YjIy59sS1hfWN0UbfU0TBYtuINuik3FmLSmgTdWkBVFrK8gKxt3NQHy95RU1VSDSkXH0y+mvd8egFalUwKxEYg2GoiFwxARxW4tdlLF6ZHKklazVpbxsoVJa+LnB14zqDFyzSbAgy1Hw/b2rTR5mwGYkDsRURTZ7tgGQLGpmDJzOWuavpOOrTEyo2gWqxtWYfZqaWv3cFDJwex07KDF1wLApLxJBMNBdnbsBKDUXEqhsYj1zesAMGvNTC+cwTf1KwmLkgfY7NI5bG3bQptfMpiekj8FT9DDbuduACpyKsjV57KhZQMAFp2F/Qqm8WXNF3y0+wM2t27kmeNf4oLjpvDSGwGa2wO0OHxUFPXfIcThDrCjzolGraIqjVpZOTFrzTx7/MvZnsY+iRKIKciGKIps3tMKCLIbuQpuN55rrstIm5dwJMyF0y9W9GEjEEEQ0GgkjVgwGJFFUN4+kIfYMKHN14ZVP7gbqAlluXy9qZnyEh3fNa1gVf3XAJxWdSZhMcxbW18DYE7ZPKw6W/xxsamEGUWzeG/Xu4RUPrzeADMKZ/JNw0rWNa0B4Oz9zqMj0MHbW18HYGHFIg4qOTg+RoWlkumFM3h3xzv4Ql4ADio5mBX1y9ncshGA/OkXU++u4787pEU+i0cfQVX+1PgY42zj2a9gGu/tfJfZpXP59ezfAnBw6Rw+sq2iuT1AcwKB2PrtUvA4ZUzusFm0sKrha76pX8mls67M9lT2OZRATEE2Whw+vF4Bg16grEDG9LbXi/Xyi2n76Av5xuyHjS3r+cfav/O3I/6RkeMpZBajToszFMQfCstykUzWQ2yo8kXNZ3hDHvYrmJbyGEfNrmTBjLKoLmo0J086tdvfD+yxCvm2Q//S7fFv5/yRoiILTU1OAM6YcjZnTDm72zbzemSqe45x/fybuj0+Z7/zuz2elDeZQ0cd1u8YNy28jZ4U5RrZvMtBs2PgNm1rtkmB2KwJMks00siujp0EIzKvYlFICEUjpiAbMX3YlMoCWZc/6z75iMDhSzKSDQNYUbdcKUuOYEJIF1K5Gn/HVkxah7FQHwbnIRZDEIRhJU5PhuJc6eayZYBALBSOsGGHFIjNnJBmL0UZaXA3UGwqzvY09kmUjJiCbEhlSfn1YQQD+E4+deDtZKLZ28Qpk0/P2PEUMosmGicEgvI0/u5sbzS8A7FJeVVMzqvK9jSGLAU2SXTf5Oi0sXB5g+yo62DG+M6Aa2u1A68/TFmBiaLc7HRISIWzp54zKOsShdRR3nUF2diwqxGQudF3MEho/wMzZngpiiK/mfNHJuVNzsjxFDKPQSfdf8plYVHXIvnmFQ+ji25vTC+cwcTcSdmexpCl0Cp9vo3t0uctiiIPvLKW+15aw+ZdbfHt1g7DsiTAG1tfwxf2Z3sa+yRKINYH65rXctLrx3DS68fwpy//iCiK8cenvf0jAH7z2TXx57a1b+FfG56MP35r6+t8U78y/viOFTfjCXrij8/5Pynj8ouPrhwRflUub5DW9ggqlciYUvlE7tqvV2B68H7ZxhuI3c5dXP7BxRk7nkLmKcrJA6Tm9HJQ0yRdmEcV9y/gHuqc9+5Z2Z7CkCaWEWtslzJiG3a0srVGkmPsrHfGt1sbFerPGEZlSYA3t76GWsmIZQWlNNkH++VP44UTpJU0sXRt7HGMmxbcTiS6TNqgMVBpGcOpk88AQKvSohJU8X3UKjU6lW6vMW479C+c8NrRnDF1KTna4Xsij52QJpTnxi0C5ED3wfsEjsxcv8cVdcuZXjg02s0opAe/KF1IA6HBlyZD4Qj1rR4EoLzQPOjxskWrr4V8Q77S2qYfbDk6BJWI3y/gD4R544sd8b81RF33m9u91Da7MerV8ks00ky7v51cfV62p7FPogRifaBWqTGpuq/862l0Z9B0N+rTqXXo1N11IgONYdaa+d3cP+L0dwzrQGzLHqkfm+wnH7WawCGL5B2zHzY0r+eECSdl7HgKmSdm6iqHWL+uxUM4IlKcZ4y3TxqONHuaWTw6fZ0qRgIqQSA3R0NbR5hPv6the21H/G/1LVIgFlstOW1sPhr18Mou/X7u9UogniWG1zdlhHL02GNZ1fBNPLs2HFm3qx6AyXKaF7rduH95LZgzl2n404JbObhkTsaOp5B5THpJrS+HWD/mnj5qAF+poc7EvEn87IBfZHsaQ56yfCsAby3bCcDhB1QAUB/NiMX0YTOHmT7MH/YrQVgWUQKxIcLnNZ/w4a73sz2NlAiGwtQ2BgCRCTI2+ja8+hLGp/8p23gD0epr4def/kI5IY1w8s3SxdQvg1i/MxAbvmVJgGs//SVroy73Cn1TYJVMez3+EBq1wI8OGYdGrcLhCuBwB9i8WxLtDzd9WL27jn9veCrb09hnUQKxIcIlMy7nsXXDU7S/o85JJCJlBcwG+TyEMq0P+7p+JfmG/IwdTyE76LSx0mTvGTFRFAmFE8uWxYX6wzwjtrl1I+NzJ2Z7GkOeotxOaclBVcVYzTpK8qXVlJ+sriEYijCuzDLsrEwaPQ2UmAfnIaeQOkogNkSYmDeJi2dciiiK2Z5K0myrjQr1K6zyDSqKiDYb4QmZW06/su4r5pTOzdjxFLKDMV6a7D0j9tjbG7n271/i9Q/sMh7LiFUM44yYKIqoBNWw1qhmikJbpy748P3LASjNl4Kzj7+tBujmKTZcsOpsHDH6qGxPY59FCcSGEAvKD+FF+3PZnkbSOFyS90xxroxtjXw+nA88LN94CXDNwddxWOWSjB5TIfMM5CO2pbodhztAfaun17/H8PiCtHb40WpUlOTJ+N3PMIIg8NaP/pvtaQwLYitjDWYfV371Q4546VDcqloAOjxBAGZNHF76MIBCYxELKg7N9jT2WZRAbAhh1ubwxLpHafY0Z3sqSdHulS5YBhmb2+bcfD3aLzPTWzLGA9/eozhL7wPE+kv2VZr0R593Ri+sfVHTLJUlywvMqFTDV1f4yZ6PeG7T09mexrBgdInrJ1F2AAAgAElEQVSFn50yg5vOWcwHp33Gh6d9ztTyUfG/W806WX0UM8Wjax9ieU1mz7cKnShXnSGEIAgs3e88Hlv1WLankhRCRCr1xDINg0YU0S7/kuDszJYJP9j1PzQqxdFlpBOzmeirNOmPPu/0BPodJ5Yxk7XBfRbY0LwevUaf7WkMGw6YVNStdZHG4Ir/e8b4fFTDcLFPg7uBUnNZtqexz6JcdYYYp04+A4+2NdvTSIrq9npAkC0jpmpskIIwXeYEr6IoKqsl9xFiGTF/LxmxSEQkGEosI9bU7gUYVv0Ee2Nnxw7mlCnayFQ5dOKBvMznAEwcbWCPczcAufpc1IKGFl8zHm0OHm+EfEM+NS5JS6ZCRYVlFPXuOoIR6btWairDFXTiCkrBXZ4hHwGBVp9ki2HSmMnV51LrrgFAI2goyymnzlVLSJQ0jWXmchx+B56QlLHNNxQgItLmk64rZq0Zi9ZKvacOkMzHLXorpebytL9XCr2jBGJDDJPWxB7vFlY3rOeoscdkezoJ0eHzAibZArFIYRGuu+6TZayEjylGuP2QuzJ6TIXsoNdKpz1fcO9Ay98lS+b09p8Ra2yTArHivOEdiP12zh/J0SlC/VTJMWrJz1Xh9cEeVvDPL/4DSE20i00l3LfqbvR6DTPyDuTC6Zdw/Re/A8Cmt/HXJX/noe8eYE+HFLz9edHdfLDrfT6IWhldMP1ijBoTf//uAQAOqTiUn0w+PT5GkamYuw67j/u/vZsGdwMA9y5+gDe2vsrn1Z8CcNmsKwlGgjyx7lEAlow+kh+MOy4+xijLKG495M5MvFUKfaAEYkOQsbljufztK5mcP4Ux1rHZns6A+ALSnZhBL8/XyXbaj+n459OI1sy1CGn2NeMP+zJ2PIXs0akR27s02S0Q20cyYv9c/xi/nv3bbE9jWHPjuQsIhUXyLHqWzjiz29+eOvZZioosNDU544+7csvCO7o9XrrfeSzd77xuz80p675PzzHuXHRvt8cXzfgpF834abfnDh11WL9jKGQPRSM2BBllHcVth9zJ4+v+ke2pJIRNI60SkiMjJrS2IPh9GQ3CADY2r+eTPR9l9JgK2SGuEeul12TXQMw1QCA2EjJiwXCQ93e+m+1pDHssJh15FkVnp5AaSkZsiDK/fCHzyxfy7MZ/M6VgKgeVzM72lPqk3eMGtLKI9TVrvsN/9LGDn1SSNHjqKTWXZvy4CpknlhFz+rx7/c0f6JoR67s06fEFcftC6LSqYWfe2ZVq1x4qLJXZnoaCwj6NEogNcRZWHMpF753Lyye9gU2XS7u/Hb1aR45u6CyRDgQjqJAnIxY8fAnBxUcMflJJMiF3Iga1YeANFYY9/a2aTLQ02dQulbGLco3DepFHnj6Pqw+8JtvTUFDYp1FKk0OcsbZxXH3gNby+5RWavI1c8cHFHP/a0Ty98alsTw2AYDiESpRS8vrBBmLBILZTfyTDrJKnwFjIxLzJWTm2QmaJfU9DvRjnJyrWb4zqw4qHuT5sj3M3Nn1utqehoLBPo2TEhgEnTfxx/N8vnvg6/rCfHY7tbG/fSp4hn7ws9kf0+qWsgV6nHrR/ju69dwmPHy/HtJLm5i9v4OaFtzPaOiYrx1fIHLGMGJG9bxz8gU7dmNcfJhiKoNXsfb/a2CZ5iA13of6rW15mceURjLNl53enoKCgZMSGJXq1nin5U9nt3M0pb53E1/UrsjaXOmcTIENZUhTRv/sf3Nf+XoZZJU+Dp44SRSO2TxDLiHkCe2e8epYrXd7ey5MjZcXkTscOxtrGZXsaCgr7NEogNow5vHIJ/zr2OR749l7cQXdW5rCqdg0wOFd99aaNaD/+AOdDjyIWFck1taSYXjgLvVpZ9bQvoNN2liZFUez2N3+PQKwvwf5IWDEJsKjycCpyRg28oYKCQtpQArGBEEUIBCAQQLNuDdrPP0W77HMQRaznnI7uw/ezOr1Ky2iePu5F1jevY03j6owfv75jcBkx1Y7tWK+4hMiYsTLOKjlEUeTORfdk7fgKmUWjViEIIiAQCncPxHyBnoFY/xmx4awRE0WRheWHKm29FBSyjBKI9YFqx3Ysl15A3uHzMT7yEILLieHJx9B9+D/UmzeCIOC6424Mzz6N+babsj1dvCEPL9qfS3q/6kYXrR2pG5kWGSoAMKYYiJnvugPnA38nPGFSynMYLM3eZs5+59SsHV8h88QyuIFQ98CrZ2myt4xYMBShtcOPIECBbfiutG3yNnHDst9lexoKCvs8yq1QH4hWG94rryY0YxZEReiu+/7WbZvIqEo6nnwaoa0VoaEBsaQkG1MFJN+xm768PqmeiTVNLv701EpCageO8U8wxjaG+5c8xAX/XUq7rw2Ap49/kYe/e5Ava74A4Hdzb6DJ28jjax8B4BDLUqAk6dKk0NqCZu0anA89Gn9/s0W9p44Sk6IP25fQaETwSxkvs0Ebf37v0uTeGbFmhxcRKLQa0KiH773sTseOYdG5Q0FhpJOWQKyqqqoUuBWYZbfbZ0efE4CfRTcZC+Ta7fYLo3+7FrACecD7drv9rXTMKxnEggJCBQWJbZuXT87VVxCaMw/f2eemeWa9o1fruWH+zUTECGohsezUG8u2EYmAKmLjuil/Z8ZEafXlg0seRkQq2Zg1Zq7c/2oum3UlAAa1ERGRRdF2Gd9udrCBLUmXJnNu+D3+Y0/IehAG0OptocKi6GT2JUYVmdnkdrKzvoPSfFP8+VgglmPU4vIGe7Ww6OohNpyJiGHmls3P9jQUFPZ50nU7dwjwJtD1KrsUaLfb7Q/Y7fZrgPsBqqqq5gKL7Xb79cAvgXuqqqqGnbGN68/3YHjmKTTffZu1OUzOq2J53bKEtm1o9bBqc3P88Yr1beRopca/OToLFp0Vi86KIAiYtKb4Y61ai06tiz+OhKSPOKlAzOdDs34dgeNOSHyfNHJY5WKuna2UaPYlplRKbbm21Ti6PR8LxIpypZJjbxmxuD5smAv1Z5fO5ZTJp2V7GgoK+zxpCcTsdvsrgLPH02cD+VVVVT+vqqq6HXBFnz8BWB7dLwhsAhalY17J0tzu5Yl3NlLT5Bp4Y6ORjoefIGLLBY8n/ZPrBbVKzd1f/5kmjySgr3buIRjuXWz85rJtgMCsiXlo1ALrtrfQ4kheKxYTNydVmhRFnPf8dUhkwwCeWv8EK+uyZwGikHnGl0u9THfUdXR7PtbiqMAmBVm9BWLxFZPDPCP2848ux966OdvTUFDY58mkRmwMYLXb7TdXVVVNBv5bVVU1FShGCr5idESf65O8PBMaTWcGpqgoPe1+/vPVbpatq2dHnZP7rzkco36At6toJkQicMQRMHs2/O53kJeX0rFTeU1FRRYWjp3PKzuf4YbDbuDUd65gQeUCbj/i9m7b+YNhVtlbALji1AN59r+b+Wx1Dd9ua+GsH0xJ6piq6OeQn2dKaM5FRRb45ytw2mlgNid1rHSx1bWJwyYvSPl7lK7v31BgpL62g2eUw4vfsavBSW6eOW7aKkZvDkaXWvlmcyO+YHiv98ARDc4mjMnP+vszmOPXeHdz4PhpmLSmgTfOMNl+X9PBSHxNMUbia8vka8pkINYBrACw2+3fV1VVWYFKoBHo+oqt0ef6pK2tM+NUVGShqaln8k0evt/VCkBts5u/vfgt5x87NbEdn38d/csvoL36V7juvl+yv9An7lE1mNd07f7XA9DU5OTJo57ltLd/zC9ndi+7/Wv5+wRDGsaUWtCKIvuNzuWz1TXYd7YmfdyWdumziARDA+5bVGShaU8TeXffS9vxp4AnPZ9bsuxq3YM+YE3pPU/n9y/bjNTXVlRkwevykWsTaHeIrN5Yx7gyKwBOt6QJM+mkwKzV4dvrPahulB4bVGT1/Rns5yOGBdztYdx7FS+yy0j83o3E1xRjJL62dLym/gK7TC75+RAYDxANwtRAPfAfYH70eQ2wH/BZBufVJ3uiJUmVIPDZmjpW2fuNDztRq/GfcTaue/6KaucO8o5ZgvbjD9M4096x6Kw8dcyz3Z6rdu7h7W9XATBrgrQYwWLSAX27iPdHvDQ5ULYwiu7D/xFYfMSQKUsC3HbIX5RVk/sgVRWSTmx7bWd5MqYRK4zaUvT8TUREccS46r/5o3ezPQUFBQXSFIhVVVUdBpwDlFVVVf2xqqrKCNwJ7F9VVfV74D7gPLvd7rPb7SuAj6O6sQeBa+x2e3s65pUMHZ4ADlcAvVbN6UsmAvDUu5tpc/qTGicybjztL79Jzs03IDQmGMjJyOrGb1lR91X88Z0rb6c8Mg+AWROlC5HFKC3fdw8mEEtQrB+eOhXvxZcmfZx08va2N1GrBtmiSWHYMWmUJBvYXtsp2I/5iOVZpEDM4wt1c993uAIEQxFyjNqBpQpDGHvrZu755s5sT0NBQYE0lSbtdvunwKc9nvYCvV6B7Xb7Xf/f3n0HSFWdjR//Tt9eWVh65yAdG0hUsGAlal6j/qwxiSb26GveGBNjTDQmGnusiRqNxthAo9hRE4OSYAvSPPS2CCywve/M/f1x7izDsgNbZrgz1+fzD+y0fZ6dmTvPnHPuc5IRR0+UbTOjYQNKsjn24AEsXruDJWt28thry/jfsyZ1aYNrq1cvqv78NFZxsenUvx9Hg3weL2+te50pfaeyrmotPx77O3718afkZwcZXGqGSrPtQqymW4VYK9DJQmzpUnwrVtB8wkld/j3J0hpp5e+rZnP55KucDkXsZ8P6melIvWlH22XRLxaZIR+hgI+mljCNzeG2oiu62Xe6nzG5smLFHts7CSGckb7dCJNsY7nZu3FA7xw8Hg/fP+kAcjIDLFtXwTsfb+zy40WGDCXj6ScJPdf17vc9MaXvYfznqwW8s+5NfvHhT1m8xjRqnTC8uK2YzIkZEevqwblLZ03eeSdWiizQjyqv30ZJ1l7PDREuNaAkB6/XYmdVa9sUZHRELBTwkZVhXtP1ja1t99nmgq2NANZVy2bfQqQKKcTi2NQ2ImZ6a+XnhPjeSWax/ux/ruaV+Wv56zsr2g7MndF0+hlkPfIg3s1liQ84jrxQPlcd+L/c+p+bueeoB1m0yvQOi05LAgT8XkJBH+GIRUNTON5DdaixqXNTk57ycliyhJbDU6IzSZusQBaXTZLRsK8jv89L3xJzEs06u41FdI1YRtBHtl2I1TXuGil2y/qw88d8hxOGnux0GEIIpBCLK7pQf2DvnLbLJo3sxVGT+9Matnh5/lre/XQT87owOmbl5FL761sJ/PP9hMe7N4eUHsp9xzxEIJLLms3V+H0exgzZva1Gjr3NS21j16YnOzs1aeXnw7PPptQifYCqpipZqP81NmagGQ1ds7macCRCa9jC4zFFWlZozxGxaFf9dJ+afGrZk/g96bvGTQg3kUKsA5GIxebt9tRkye5TaWcePYIZk/pxwGBTyOzo4obZLUdMp3nWKfgXL0pMsJ1QlFHM+F4TWLxmBxYwenDhHlOJOVl2IdZBA8u96dTUZFOT2Rh92LAuPfb+8N6GeXy0eb7TYQiHDO9vGruuKNtBU3MEMNOSHo+HLPvLSV3s1GSFO0bE5qx8gZCv8y11hBDJI4VYB7ZW1NPSGqE4L9R2MI4KBXxccMJo/udIU1Ts7OJZlAA0NZN71WXQ0PlpzURom5Yc3muP66LrxLrawqIzZ02GXnoRKyv1mkaC2fC7b3Zfp8MQDhlm9w9bVVbVNi0ZCpjXcnRqsr5pz6nJdB4Rawm34PeYYlMI4TwpxDqQEfQTCvqYMGLPgiUqN9scrCtqur4tkNWrF41nnU3Ww/d3O8auag1HWLLWNKiN9g+L1Z0WFq3hCK3hCF6Pp60zeUcyn3qChgsv6mLE+8fIglGMKBzldBjCIcX5GYRCFs3NHjbZyxGihVhmu8X69Y1mUX8w4CU/O+hMwAkQIcJN037jdBhCCJssEuhAYW6Ie688fK/FRX5OCIsINXUttIYj+H1dq2kbvvcDAgs6t0F3IqzYWEljc5j+Jdn06mBapTstLGJHw/b27brqr89jFXRvq6dkO7z/kfTO6uN0GMIhHo+HYf3yWL62huXrzRnFoWB0RGz3qcnYhfrpPJq0ubaM3KD7tqQRIl3JiFgcwcDei4u3179OXnYAC9Pkseu/IEjr5APJunv/tFBbtMr0SupoWhK6NzXZtlA/FH9aMuu3v8ZTVRX3eqed+/qZWEg/pa+z0QPMe2K5vaVZdERsV/sK855wS+uKf2x8j8+2fep0GEIImxRi3fTo4ofxBMyBuavd9qOs3Dz8C/+N/7NPEhnanr/HsmLaVuw5LQndLcT2sVC/tpbgO28TGTioC9HuXxErgtcjb4Ovs2H9zIL99VuiU5Pm9dB21mST+cIRbeaa7gv111WtZUie9BATIlXIJ1A31DbX0BxuIj/HFC8Vtd0rxPB4qLv5d2TfchO0tpqu+0mwZWc92yobyMkMMNz+0GmvW4XYPnqIhd6YS/Mpp4E3NV9m4UiYkQUjnQ5DOGxo392n6YKB3acm6zuYmkxnk3pPZnTxGKfDEELYUvMTMtV5PNxy+G30KTAH8IoutrCIFR4xkqrZr0JjI/nfOjkp68ai05LjhxXj9XY83bqrfUXnp1mjBWh0CidWYMGHNJ1+JvWXXNHVcPcbr8fLI8f92ekwhMOyMgIU5u86FEbXiGW1a+gabV2RzmdMAowtHk8fWRcpRMqQQiyOZTuWct5rZ3Lea2dy+8JbsSyr7eeffnAtowoVA4vM2pJuj4hFeTyQk0PN3feT+eB9cFtiN+Pd17QkxDR0bWiNexswi/7f+Pd6IhGLpWtNgTdqQMGuG9TXk3PNFWQ8+bgZ5cvI6GH0yfPY4keYveJ5p8MQKSDa2BUgo337inYjYum8RsyyLC6dl5pnMAvxdSVnTcYxvGAEd8y4F4Cgz5yqHv3Z6/GRG8yjV55ZM9LdNWLtRYYOo/qp5yjJ9BB88RVaJ04iMmBgjx6zrrGFlZuq8Hk9jBtaFPd2bftN7qWzvmVZ/OnVZeyobqQoL4PFa8zi5gkx7TAy//okrQceTON530m5LvrtzdvwNrcfebfTYYgUMKxfHh8u2QLsmprMipmabA1H2FndhMdjWl6kq/KGcnplxm/LI4TY/6QQiyPkC1HartFn+58Lck1n6u3V9Yn95Tk5RHqVkHvZxWbaMhDY933iWLp2JxHLYvTAgj2a0+72K+2pyZp6s/F3R2eMbtxW27aTwIv/WEVFTRP5OUEG9s4hNPt5vGVlNFx1Tbdj3Z9aI600tjYyKG+w06GIFDC0X17b/9ufNVnX2Mr2qkYsoFdeRpdb1aSS2uZqpg882ukwhBAx0veIkgKK7EJsR6ILMaB1ylSaZ55A5h8f6vJ9W1ojbafaf7HaTB9OiNO2IioU8BHwe2kNR2huiXR4m89Xbm/7/45qMwo4flgxgU8/JuOpJ2j8XvpMefi9fl469TWnwxApYkBJDl6vOVkmukYs6Pfi93loDUcoKzdbnqX7Qv3BeUO5bNKVTochhIghhVgPREfEaustrCSc8dhw+VU0XPRDPDXVXbrfE28s5/qHF7Bo1XYWr7EX6nfQTb+9nLamrh0v2P98ZTkAfYt3bVc0YVgx/qVLqLnrD1g56dMk8pYFN7F0xxKnwxApwu/zMqyvWeu4oXYV7294l6/qNre1sFi3xbwH032h/p2f3MZb695wOgwhRAwpxHogFPCRGfISDltd6kjfaV4vnvo68k87GWprO3WX8soG/r1sKxbw+OvLqalvoTgvg37F+97rMVqIrd9Sy4KlW1iyZgcbttZQVdtEeWUDG7bWEgr4uPib5tR3n9fDpMUf0Pjts4gMG97tNJPNsiy+3Lmcl1fOBuCcud/mldUvMVK2NhIxDhxVgsdjsal1ER+W/YsNNRsIhcwhcs1muxBL8xGxNVWrGZQr0/FCpBJZI9ZDGZkWDU1QUd1EXlbi95+zCoto+OFl5F12EdWP/gWCe/8d7366qa0dWU29KQ4nDC/u1JYs0ULsgZcWx73NuKFFDCnN46Jv9CX/mSfIr/FQ963TOpnN/rG4fBFltWUUZhQxufeBnDj7GIbkD2Xm4OMBePLEv+H1ePF54+8IIL5+TpgyiBmT+5ERPAaAz7d+yo7mNUAxKzdVAjC4NH1GfTuyrX6rfAERIsVIIdZDvfIyqaisp6K2icEk5yDddObZWLl5EIlAUxOEQh3errq+mX99sRmAow7sz/uflQGdm5aEXYUYwIj++QQDXqrqmqmqbaa2oQUPMD2/Cd8KzYzKFVhnHEvd0TN7llxHeTRVsaNxB/1y+lPbXEt1s9kiqTijGJ/Xz7b6rQBkB3IozihmQ816AHweH7nBXH7/ye8Y32sCfbJKmdJ3Ku+c8c/duucHfN0/+UG4W+wuEWN7jacu8gmZFNMatvB4zNmV6Wz2Ka+m9T6ZQriRFGI91Cc/j5XUJ6yFRTzNJ56Mb80qci+6kPpr/o/mE05qO5ty+foKnn9vFeu31gAwamABZx8zkjVl1dQ0NHPA4M5tuN2vVzYAR07sxwXHq92av4YrKwk8/hh5d71J9f2P0PzNU3uUT/TMzGeWP8X2hu1UNVVyw9Sb+MkH/8uyHUvom92Pm6bdwodl/+Kd9W8BcO4BF1AQKuCB/94HwKGlUzhnzAX85t+/AqAgVMgdM+7hLyf+bbffJVsYie4I+oLkZWXQYs57YWDvnPjbeaWBd9a9yVd1X3HB2O86HYoQIkb6HlVSRFGe6SmU7EIMIDxsBFXPziHrvjvxVuxkx9TpPPfBGuZvN4WG3+dhSGke5x83Cr/Py8/OPwiAgL9zhcisaYM5ZHRv+hZn4fF48GzbRuiNuViZmbQcMoVQdgaVL7/eo3YaYLYWOvf1M3jihGcAGJw3mILQJCwsbj389t1GrM4afQ5njT5nt/s/evyTe/1ZiEQ5fPBU3t9hRpZH9O94e7B08eHm+Rw5YLrTYQgh2pFCrIcKk9jCor1wJIKnVwm1N/+Oj5Zs4bm5mtpmL4FwC6cV1nPsD04h4N+17qmzBViUz+s1o2ItLfgXLyL7phtoPmkWzcfMJDJgIA0/vDwhecxZ+QKq8AAy/Bmcc8D5u13nTeMeTcJ9yurXAOY9nu6F2GdbP+Gag37sdBhCiHakEOuhwlwzIra1siapv2dHVSM3PPofggEvRXkZrN9ift/oQQVccNwo+oYiBF9+kfDIUbROnNy9X9LSQubDD+Bbu5rau/5A1StvJjCDXd7f+C63HP67pDy2EIk0qLCUFVQAMGJAehdiz8x6kZxAjtNhCCHakUKsh6IjYlW1SWhfEUNvrKCpJUxTS5ia+hZyMgOcdfQIpo0rxePxYAEtBx9K3qXfp+Xw6dRde13n93m0T7PMP+NUWr5xBLW33ZXw+LfWbeGgp8dy6YQrefDYPyX88YVIhgH5vYEKCnKCZGdBY2sjfq8fDx5aIuY97/V4CXgDNIV3LU/I8GfQFG5q6y8Y9AUJR8KErTBAQh4jHMkiHAm3PYbP48Pv9bc9hsfjIeQL0RRuYun2xSzfsYxzx1yQxL+WEKI7pBDroWghVl+f+IausbbsNCuGp40rZdzQIsYMLdqjXUZkyFAqX32b0Ny/QzBI5v330jzzeMJqdMcP2tpK4KP5ZN1zB9VPPkPVnLngTc7U4LIdSzl73NlcNOGSpDy+EMlQWmxOYMko3MkZr5oTVL43/mKG5g3jFx9eD8DUvtP4v0Ov59uvnAJATjCHZ2fN4foPfsyKCg3AA8f+kXnr3+Ilu5fdpZOupCijqO1EkyMHzODSSVdw9txvA1Cc2YsnT3yGq9+7nI01GwCzFnL2ihd4Y+1cAH51zC+pqW7ijo/N6PJxQ07g7NHn8903zwWgf05/Hjnuz1w272K21m3hukN/ntw/lhCiWzzJ6AifbOXlNW1Bl5TkUl6e3GnBvbEsi4t//x6RiIcHrjmSzFDPa9uOcnro5SV8/OU2Lpp1ANPG9Y1zz90F3ptH1oN/INKvHzX3PkjWbb/Bt2kjnsoKqh/5M9m3/QZPQwMNF19CeJTqcdx7U9tSS06+H+rTd8Pkjjj9+ksmt+bW1bxWbqpkQElOQt7biSTPT/pwY05RbswtGTmVlOTG7RuTWkeWNOTxeMjO9lBTA5W1TUk7WG/ZaU4GKC3K7vR9Wo4+lqqjj8W7fh14PDTPPB4rMwursBAyM6n79a1JibUjc1f/ndMnnUIAdxViwv1GDihwOgQhhIvJKWoJUJhjpid3JriFRdn2OhYs3ULEsthaES3Eur7FSmTwEABaDzqE8JixRPr2S9oUZDzPffkMmf703h5GCCGESDQZEUuAvoUFbPhqK5UJLMQiEYv7XlxEeWUjlmXR3BIhLytAVkZ6doWvaq6iMLOQ8lp3DWELIYQQPSEjYglQZC/Y70xT16076/npIwv41yKzFVFtQwvrt9QQabdWb9Hq7ZRXNgLw1sKNAPQp2vfG3anIsixumHqT02EIIYQQKUdGxBKgIDc6Ndm4z9t+uGQL2yoaeHPhBo6Y2I97X1jE6s3VFOeFmDq2lKljSykpyeXdTze13WfjtloAStO0ECur3URRRpHTYQghhBApRwqxBIiOiHWmqevy9TsB+GpHPf9duZ3Vm6sB2FHdxGsL1vPagvUM7ZfH2s3VBANevB4Pjc2mb1C6FmLzyz6guqmKmWNlexUhhBAilkxNJkB0RKy2PrLX2zU0tbJ2865i7am3TY+hb4wv5bpzJnPkxH5khvystYuzaWNLGTt010hSuk5NrqjQjCgc5XQYQgghRMqREbEEKLK3OdrXfpN6QyURy8Ln9RCOWG1ryqYc0Ac1qBA1qJBzZ45kXXk9X6zYxvGHDuKzFeV8qsuB9B0RG99rAuN6TXA6DCGEECLlyIhYAuRlBwCL+gaL1nD8UbFl9rTkjEn98XpMb7eczACjBxe23Sbg9zFtQj9Onz6cnEXp0ZwAABXHSURBVMwA44cVA+DzeigpSK32D+X15W3dxS+f9wNmzTmOWXOO46vazTz43z+0/ZwbzKV3Vm+HoxVCCCFSj4yIJYDP6yU720NdHWyraKBfr46bri5fbzYPPnh0CWXba/lyQyUHqxL8vvj1cGFuiItnjcHn8xDwO183f7JlIQf2OZjn9d94eNED/HzKjQDcOeM+LMyZnyFfiIvG/5DvjrsIgIA3PVtuCCGEEMkmhViCDC3NZ8nqKjZsremwEKttaKGsvI6g38uwfvnMmjaEcGQtxx86aJ+Pfdi40mSE3CURK8J5r51JTjCH30+/h/G9JjLn1FcpyjAjdhn+3TvmB33Bjh5GCCGEEDGkEEuQ4X2LWLK6ivVba5g6ds/CqbzSbNpdWpRFwO9lzJAixgxJn5YO66rWMKxgOLccfhsA+SHZ9kUIIYToKefnulxiUJ8cAFZu3t7h9dGF+YX2GZbpZnDe0LYiTAghhBCJIYVYggzukwvApm31WO265MOuQqwoL/02vY5YEU6ecywRa+/tOYQQQgjRNVKIJUhhboiMkIfmZg87q/fc6mhndWPb7dLNx1sWoooOwOuRl4sQQgiRSPLJmiAej4ehpWbd1Iate3bYT+epyc+2fsKpI77ldBhCCCGE60ghlkDRdWLrOyjEoiNiRWlWiFmWxSUTL+foQTOdDkUIIYRwHSnEEii6TmzVVzv3uG5nmq4R+3jLQm60m7YKIYQQIrGkEEugoX3zAFixoYZtdrsKgIhlUVlrCrGCNBsRe3XNy0wfeJTTYQghhBCuJIVYAvUpymLKmD60tlo8+toXbWdP1tS30Bq2yM7wEwr4HI6ya1bs/JIjB0ghJoQQQiSDFGIJdvYxIwkGLVZtrOOjJVsAqKiJnjGZXtOSlmXx7Kw50iVfCCGESBIpxBIsLzvIBceNAeCpd5ZRVddMRXV0fVh6TUv+esGNfLxlodNhCCGEEK4lhVgSHDa2lJGDcmhu9vC3eSt2LdRPo/VhlmXx/sZ3mdR7stOhCCGEEK4lhVgSeDweLjppPAG/h4XLtzH/i6+A9OohtrpyFQf2PkimJYUQQogkkkIsSUoKMvmfI4cDu/qKpdMaseEFI7hzxn1OhyGEEEK4mhRiSTTz4IH0671rFCxd1ohZlsW3XzkFiz33zBRCCCFE4vidDsDNvF4PP5w1kV8/8THhiMUvFl5J5L+VXDH5RwR9Ie765HYAjh48k3NGn89Fb10AwJDiQdx9xENc8s732Vpnzrx87IS/8PSyv/D+hnkAXHvIdTS2NvDA52bU6sShJzNr+KlcPu8H5jHyh3L3Uffz3TfPo7KxAoCnTn6Oh/77Bz4qmw/Az6beyLb6bTz6xcMAnDbydI4YMJ0r372EUYVK9pYUQgghkswT7XWVKEqpUuAWYKLW+hD7sguBS4BG+2aPaa2fsq87D5gMhIHVWutH9vU7ystr2oIuKcmlvHzPLYVSyad6G5t31jDjoBIAQr4MPHhoDJumr35vgJAvRF1LLQC9S/JpqLKoba5pG5XKDuTQFG6iNdICQIYvEwuLpnBj22MEvUHqW+sA8Hi85ARydnuMnEAuDa0NhK3WDh8j4A0S8Aaob60jy5+Nz5vYnmfp8Fx1lRtzinJrbm7Jyy15tOfGvNyYU5Qbc0tGTiUluZ541yVjROxw4O/ApHaX/z+t9brYC5RSA4AfA5O11pZS6mOl1Hta65VJiMsxB6neHETvPS4P+AK7/ZwbNJ35c4I5NFBDTjB3t+sz/ZlA5m6XtV9MH32MqPaPkRXI2iOOfT2GEEIIIZIj4YWY1vpFpdSMDq66Qim1BcgC7tda7wSOBz7VWkdHuBYAJwKuKsSEEEIIITqyv9aI/RN4TWtdrpQ6CXgBOAboDcSO/1Xbl+1VYWEWfv+uabOSkty93Do9uTEncGdebswpyq25uSUvt+TRnhvzcmNOUW7MbX/mtF8KMa312pgf3wNeUUr5gG3AiJjr8oBV+3q8ior6tv/L/HT6cGNebswpyq25uSUvt+TRnhvzcmNOUW7MLUlrxOJet19Oi1NK/VYpFS36RgJrtdZh4C3gIKVUdBHbYcAb+yMmIYQQQginJXxETCk1HTgf6KuUugG4E9gCPKSUWguMt69Ha71JKXUHcLdSKgw86raF+kIIIYQQ8SRjsf4/MWvCYt27l9s/DTyd6DiEEEIIIVKddOwUQgghhHCIFGJCCCGEEA6RQkwIIYQQwiFSiAkhhBBCOEQKMSGEEEIIhyR8028hhBBCCNE5MiImhBBCCOEQKcSEEEIIIRwihZgQQgghhEOkEBNCCCGEcIgUYkIIIYQQDpFCTAghhBDCIVKICSGEEEI4RAoxIYQQQuyTUsrjdAyJlgo5pXwhppQa7nQMiaaUGqGUCjodRzIopTKdjiHRlFKjlFIhp+NItFQ4ACWLG44bSqmxSqleTseRDEqpSU7HkGhKqSlKqfFOx5FoSqlDlFLfB9Bau6IDvFLqWKXUXEiNnFK2s75Sqi8wEzgaqACWaq0fVUp5tdYRZ6PrHvugOguYCoSB1Vrru5RSnlR4MfSEUioHuAfQwENa61qHQ+oxpVQf4DjgZKAKWKC1fiLdny+lVAHwADBXa/03p+NJJKVUCXAicBqwGnhfa/16Oj1n9rHvWOCbQBMmh8fTKYe9UUqdCLwGnK61fkkp5ddatzodV3cppYYCPwP6A1drrVek8+dUlFKqCDgeGAksBd7RWlc7G1XPKKWGANcDhUAxcIvW+n1HgyK1R8QuAuqAHwDvAXcppXprrSNp/E1+FlCitb4E+CNwo1JqkhsOrkAJkAFMA0Y7HEuPKaUUcAOmsLwYmA9Mtz800v356g/kAJcqpYqdDiZRlFKHAjcDi4ArgUrgkHQqYJRSI4FfApuB7wD/xnwQpsQ3955QSkU/b5qBtzHPFVrr1nQ9ptsjYHcDr2utTwKa7VkBj319WuZlmwZUa61/DawDQkqpAKRnXkqpWcALwH+01mcC9wMbnY3KSKlCzK7AUUoVYirxT7TWzcA/gDLgXuei6z6llN9+4RYBO+wP80XA48At9m3S7oUNJjf7vxbwU6AROM0FH/A1QL3WeqHWugYzgrkxXb+5x7y3vIAfOA8IAN93Mq5EiHmtbQVqtdaLtNZlQAPQmg4FTEwO1UCZ1vpdrXUDpghbZ4+6xBYzaSP62ov5Ej0BuBbYpJT6mT1TkFZTsDHPVznwObBEKXUZcAFmZuBXTsXWEzHHCT8wCmhVSl2AmZn6LeYzC+xCMx3EPFdfAI9oraM5TAOOcCaq3aXE1KRSahxmKP4A4O/2VMKfgH7AWZghxFnAJcBpWuvVjgXbSUqpiZjRvKu01mH7smuBg4BLtdZVSikf8BVwstb6Y+ei7Zo4uYW01k1KqSnAbcBvtdZvORlnV8TJqVBrXWH//yQgG/g7ENJa16TD9EO799ZLwL+01nX2dTMx3wpP0Vpr56Lsnna5vYwZZfFEi2Wl1JmYZQ0fYJ6z6lQbHesgh3lARGsdtl+TFwLLgFuBb2mt56daDvG0y20O8LHWeqdS6hKt9cP2uqO7gRu01vc5GWtntX++tNZv2O+jacCjWusye2T2Ocxn1SIHw+209scJrfWbSqkfA2dipls/sgvmMuAorfVHDobbKR28t/6htW6IHreVUocBY4DHnX4/Of7tyq7AL8B8SLwNfFsp9SPgMszw/HWYF8NbmOm8BodC7aqTMGvBfhxz2cPAeOBEpVSm/YH/IJDlQHw9cRJwGHZu9gu7CUBr/R/gE0yOY+w5+XSw2/Nl51QRM1I5CXjDvs3vwHzDdyLQzurgvXU6cHX0eq31O5hpvB8opfKVUv0cCbQbOsjtf4Dr241YTrRznIo5jqTU9F6cHK6LfhEAlmutr9Fa/wkzEjERUiuHeOK89i61rz7cHj0KAe9ipvzH2l9MU1ZHOSmlrrNfY3+yR2HRWi/EfGHLcSzYLuggrzOUUtdgZqBGAOMAtNbbgTuBPg6F2mlx3lvXwm7H7eFAhtbacnqk2fFCDFDAN7TW67XWs4FXMcOFh2qtLwbu11r/HjN03RfY6VyonWNPrS7HrDE6Qyk1AMAeibgdOAU4Wyl1AjAU8403LcTk9nPs3OxvF96YF/M9wBmY4fkSh0LttI6er9i1iPYHxFDMB8kvMN8K02E6uf1763VgvP0NPuqnwDXAXZgFrOmio9zGKaWOBVBKZQN9lFKXAzdiRp5TTbwcjrOvHwZto7EDMWtl00VHuU2yX3uvYKb5H8SMlB0HTI4pQFNV+5xeAw5USs3UWm9WSh0Ibc9XX2Clg7F2Rfu85gKHY15//wecpZQ62H5d9gfSYfYm3nsr9tj3L+AgezbH0S/VjhRi7b75/BeoV0qdbP+8EHOGxoH2z4copf6I+TZ4m9a6cf9F2nmxOdnTWXOBj4DPMB8E0euewhQqvTEH16u11uX7N9qu6UxuWutIzIt5NPAEcFmqTrl2MifLHn04EDgBc3A9T2t9a/T6/R13F3X03tLAaKWUx14HMhLzLfd6rfVSh+Lsjni5jbG/EByBOetwEHCu1vp+Z8Lcq3g5KPvn8+wlGkXA5Vrr5Q7E2F3tc/sEc1yPLj951S6WNwLDtNZPOxRnV3T0fH3JrpOTzrefr97AJVrrbQ7E2B0d5bUMOEZr/RhmNPYUTGH2I631JmfC7JK9Hvvsy/IwU8iOfwHw7/smiaGUmoD5gPuevVYjur7GC7yPGSF6255jbwKi/ag+B77UWq/aX7F2Vkc5QVtR0qqUqgH+AtyulJoYXS9gD10vdCzwTuhubrb3tdbzHAh7r3qQUy1mfc4nzkS+d8os5N6GObnAUkr57NGFeO+tDLuIbFVK/SOV1/J1M7eIUmo7pj3CfAfDB7qVQ7Z918cAv9Y6ZUdWupDbJqVUM2atXpP93qvXWv/Dueg71oPn607M87XOkcD3oYt5NWAKFbTWf425bUrpwbEPTEusxQ6FvpukF2LK9Cz6KWae2QIOBebFjJ40Ax9ivlX8CtOPpRa7So3Ou6eSfeWkzOnLfm3OtpuvlPonMFcp9XtMj60Wh0Lfp0Tklmpv2B7kdAcmp5QciVCmd9ss4FuYRen/Af4c8/ff63sLQNtr+1JND3KLAKRC0dzT50drvXZ/x9xZCcgt5dZXJiCnlBwpStBxItWO6YnIKWVeg0mdmlRKfQPzB9qCOftxNrAm5vofAQ8B2zFrb/oope7FrAN7KJmxdVcncroKswA/ur5jCKbgfRh4IMWLMNfl1sOc7temfUrKsUcUrgDyMWd7LgOKo1Ouyiy2Tav3VlQPc3vQkaDbkecnvXJzY07gzrzcmFOyR8Q+Bx7WWt8DbR2jT8M0Zy3AtKe4WWu93r7+h0BQa12f5Lh6Yl859QduiuaEaSp5s06PjsRuzM2NOQH4MOvWbtemFUoQc2LEAUqp5UAppmv0Okib91aUG3JzQw7xuDE3N+YE7szLdTkltI+YPV87E3g2+kGm7P5S9v+nAv201nPa3S9l+zG5MacoN+bmxpwgbl7XAJOBXGAxZq3EVcDPtdYv2LdJ6bzAHbm5IYd43JibG3MCd+blxpzaS9iImF2V/gRzmn8D8BTssQZlOGbOdo6ymxLa/6bkH8uNOUW5MTc35gR7zetuZVqjXKa1vtG+rQczykeq5wXuyM0NOcTjxtzcmBO4My835tSRRK4RC2K2EJgHHKZ2bckR22vpVSBbKZWj7TMXdGq3AHBjTlFuzM2NOUGcvGwTMX3AUEodDkzBLFJNh7zAHbm5IYd43JibG3MCd+blxpz20O2pSaXUaEy32nnAMq11rTKL5SZiGl8u01rf3e4+U4DBwOxUOwsD3JlTlBtzc2NO0PW8lFLPAvWYBpJ/0Sl4pnGUG3JzQw7xuDE3N+YE7szLjTl1RpcKsZipnEsxPUbWAtOBbK31hTG3uwrTKuBunaKn/ke5MacoN+bmxpygZ3kppTKAPJ2iDSTdkJsbcojHjbm5MSdwZ15uzKmrOj01aU/vRJusFgBvaq2fxzTIPF3t2pYD4AVMH487lVKX2/O8KceNOUW5MTc35gQ9ziuktW5M1QORG3JzQw7xuDE3N+YE7szLjTl1R6cKMWV2Kb8LuEMpNRZTrQ4G0FrvAH4J3BFzFx9mY9DPMcOFKdeLyY05RbkxNzfmBAnJKyUbsoI7cnNDDvG4MTc35gTuzMuNOXXXXqcmleleexNm/vV54FHMH6ESuEJrPdq+XQizy/l1WuvFSqlemK0EUq7TsBtzinJjbm7MCdybF7gjNzfkEI8bc3NjTuDOvNyYU0/ta0TMAsow28FUYLYKOFSbDXRblVJX27crxmx+ugxAa709hf9Ybswpyo25uTEncG9e4I7c3JBDPG7MzY05gTvzcmNOPbKvPmL1wIta640xly2w//0FcIIyewxWA5/qFD0LrR035hTlxtzcmBO4Ny9wR25uyCEeN+bmxpzAnXm5Mace2Wshpk0vjtg/1mAgegZaELgVs7XAWntON+W5MacoN+bmxpzAvXmBO3JzQw7xuDE3N+YE7szLjTn1VFc76/cFdiql/gY0AW/rXXv0pSs35hTlxtzcmBO4Ny9wR25uyCEeN+bmxpzAnXm5Macu6XQfMaVUKfARZl+n57XWf01mYPuDG3OKcmNubswJ3JsXuCM3N+QQjxtzc2NO4M683JhTd3RlRCwCPAbcod1z2qgbc4pyY25uzAncmxe4Izc35BCPG3NzY07gzrzcmFOXdXuLIyGEEEII0TOJ3PRbCCGEEEJ0gRRiQgghhBAOkUJMCCGEEMIhUogJIYQQQjhECjEhhBBCCId0taGrEEKkDaXUN4BbgDGYDYQLgRzgz1rrF/dx3wuBGVrrC5McphDia0xGxIQQrqW1/hB4ErNdyiVa67OAi4BfKKWucTY6IYSQETEhxNeM1vorpdRPgNlKqTnAA8BSoBj4RGv9sFJqJHAe0F8pdT/wqtb6LaXUVcAooAEoAK7RWtc6k4kQwg2kEBNCfB19DGQDvYE7tdbvAyilvlBKvaK1XqmUehozNXmFfd0xwCla62Ptn28BfgLc6EgGQghXkEJMCPF15gVmKKXOBuqBImA4sLmD254I9FJKPWz/3Av4ar9EKYRwLSnEhBBfR4cAdcDRwGSt9SkASqlJgC/OfTzAAq31pfZtPUDWfohVCOFislhfCPG1opQqBW4HfolZF7bTvtwLDIi5aSPgU0p5lFLfAd4AjlJKRb/AngZcvd8CF0K4kmz6LYRwLaXUYcDNwDjgRUz7inzgKa31c0qpQcCzwEpgB3Aq8AXwfSATmA2sAt7TWj+ulLoamAZsBDKAa7XWjfs3KyGEm0ghJoQQQgjhEJmaFEIIIYRwiBRiQgghhBAOkUJMCCGEEMIhUogJIYQQQjhECjEhhBBCCIdIISaEEEII4RApxIQQQgghHPL/AbnsmkbWBSkfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[['min', 'mean', 'max']].iloc[-200:].plot(\n",
    "    figsize=(10, 6), style=['g--', 'r--', 'g--'], lw=0.8)  \n",
    "data[sym].iloc[-200:].plot(ax=ax, lw=2.0);  \n",
    "# plt.savefig('../../images/ch08/fts_05.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Technical Analysis Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "uuid": "956890ca-7927-4fac-a99a-af7a15cac58f"
   },
   "outputs": [],
   "source": [
    "data['SMA1'] = data[sym].rolling(window=42).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "uuid": "956890ca-7927-4fac-a99a-af7a15cac58f"
   },
   "outputs": [],
   "source": [
    "data['SMA2'] = data[sym].rolling(window=252).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "uuid": "f5440e3f-b808-4685-9bec-5f6ca39609c5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>SMA1</th>\n",
       "      <th>SMA2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "      <td>185.606190</td>\n",
       "      <td>168.265556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "      <td>186.087381</td>\n",
       "      <td>168.418770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "      <td>186.607381</td>\n",
       "      <td>168.579206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "      <td>187.089286</td>\n",
       "      <td>168.736627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "      <td>187.470476</td>\n",
       "      <td>168.901032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O        SMA1        SMA2\n",
       "Date                                      \n",
       "2018-06-25  182.17  185.606190  168.265556\n",
       "2018-06-26  184.43  186.087381  168.418770\n",
       "2018-06-27  184.16  186.607381  168.579206\n",
       "2018-06-28  185.50  187.089286  168.736627\n",
       "2018-06-29  185.11  187.470476  168.901032"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[[sym, 'SMA1', 'SMA2']].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "uuid": "281a5820-2a77-46b4-b399-8c0913423bc3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[[sym, 'SMA1', 'SMA2']].plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_06.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace=True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['positions'] = np.where(data['SMA1'] > data['SMA2'],  \n",
    "                             1,  \n",
    "                             -1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[[sym, 'SMA1', 'SMA2', 'positions']].plot(figsize=(10, 6),\n",
    "                                              secondary_y='positions')\n",
    "ax.get_legend().set_bbox_to_anchor((0.25, 0.85));\n",
    "# plt.savefig('../../images/ch08/fts_07.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "uuid": "0bc55f0d-cd99-45b9-955e-3a126360e94f"
   },
   "outputs": [],
   "source": [
    "# EOD data from Thomson Reuters Eikon Data API\n",
    "raw = pd.read_csv('../../source/tr_eikon_eod_data.csv',\n",
    "                 index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "uuid": "0bc55f0d-cd99-45b9-955e-3a126360e94f"
   },
   "outputs": [],
   "source": [
    "data = raw[['.SPX', '.VIX']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true,
    "uuid": "73526ac3-4bf0-4455-89b2-f6aa614ffdca"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>2717.07</td>\n",
       "      <td>17.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>2723.06</td>\n",
       "      <td>15.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>2699.63</td>\n",
       "      <td>17.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>2716.31</td>\n",
       "      <td>16.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>2718.37</td>\n",
       "      <td>16.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               .SPX   .VIX\n",
       "Date                      \n",
       "2018-06-25  2717.07  17.33\n",
       "2018-06-26  2723.06  15.92\n",
       "2018-06-27  2699.63  17.91\n",
       "2018-06-28  2716.31  16.85\n",
       "2018-06-29  2718.37  16.09"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "uuid": "07158c72-907f-4636-ad40-95182b7728e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(subplots=True, figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_08.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "uuid": "07158c72-907f-4636-ad40-95182b7728e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.loc[:'2012-12-31'].plot(secondary_y='.VIX', figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_09.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [],
   "source": [
    "rets = np.log(data / data.shift(1)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.003111</td>\n",
       "      <td>-0.035038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>0.000545</td>\n",
       "      <td>-0.009868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>0.003993</td>\n",
       "      <td>-0.005233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>0.002878</td>\n",
       "      <td>-0.050024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                .SPX      .VIX\n",
       "Date                          \n",
       "2010-01-04       NaN       NaN\n",
       "2010-01-05  0.003111 -0.035038\n",
       "2010-01-06  0.000545 -0.009868\n",
       "2010-01-07  0.003993 -0.005233\n",
       "2010-01-08  0.002878 -0.050024"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "rets.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "uuid": "771c53bf-78fb-4260-865b-39307973cb77"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.plot(subplots=True, figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_10.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(rets,  \n",
    "                           alpha=0.2,  \n",
    "                           diagonal='hist',  \n",
    "                           hist_kwds={'bins': 35},  \n",
    "                           figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_11.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OLS Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "reg = np.polyfit(rets['.SPX'], rets['.VIX'], deg=1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "uuid": "24c708df-1e81-48c6-b1c2-890dd52e541f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rets.plot(kind='scatter', x='.SPX', y='.VIX', figsize=(10, 6))  \n",
    "ax.plot(rets['.SPX'], np.polyval(reg, rets['.SPX']), 'r', lw=2);  \n",
    "# plt.savefig('../../images/ch08/fts_12.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "uuid": "e1f9009e-5b73-4e04-9b10-deea36f4e508"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>.SPX</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.804382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>.VIX</th>\n",
       "      <td>-0.804382</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          .SPX      .VIX\n",
       ".SPX  1.000000 -0.804382\n",
       ".VIX -0.804382  1.000000"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.corr()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "uuid": "a534d3db-df59-4a31-b0b7-1ab3c19d77d0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rets['.SPX'].rolling(window=252).corr(\n",
    "                  rets['.VIX']).plot(figsize=(10, 6))  \n",
    "ax.axhline(rets.corr().iloc[0, 1], c='r');  \n",
    "# plt.savefig('../../images/ch08/fts_13.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## High Frequency Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from fxcmpy import fxcmpy_tick_data_reader as tdr\n",
    "# data = tdr('EURUSD', start='2018-6-25', end='2018-06-30')\n",
    "# data.get_data(start='2018-6-29',\n",
    "#               end='2018-06-30').to_csv('../../source/fxcm_eur_usd_tick_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "uuid": "946e1882-04bb-4809-869f-1e7dd8ad396a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.09 s, sys: 194 ms, total: 1.28 s\n",
      "Wall time: 706 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# data from FXCM Forex Capital Markets Ltd.\n",
    "tick = pd.read_csv('../../source/fxcm_eur_usd_tick_data.csv',\n",
    "                     index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "uuid": "1fce3fb2-c664-4f77-80dc-0e4907f86dac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 461357 entries, 2018-06-29 00:00:00.082000 to 2018-06-29 20:59:00.607000\n",
      "Data columns (total 2 columns):\n",
      "Bid    461357 non-null float64\n",
      "Ask    461357 non-null float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 10.6 MB\n"
     ]
    }
   ],
   "source": [
    "tick.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "tick['Mid'] = tick.mean(axis=1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "uuid": "b0fa9c58-2087-4f99-a7f1-efeb490bb456"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick['Mid'].plot(figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_14.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "uuid": "47a27b89-f6a1-4b3c-9944-8a6109642c72"
   },
   "outputs": [],
   "source": [
    "tick_resam = tick.resample(rule='5min', label='right').last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "uuid": "47a27b89-f6a1-4b3c-9944-8a6109642c72"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Mid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:05:00</th>\n",
       "      <td>1.15649</td>\n",
       "      <td>1.15651</td>\n",
       "      <td>1.156500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:10:00</th>\n",
       "      <td>1.15671</td>\n",
       "      <td>1.15672</td>\n",
       "      <td>1.156715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:15:00</th>\n",
       "      <td>1.15725</td>\n",
       "      <td>1.15727</td>\n",
       "      <td>1.157260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:20:00</th>\n",
       "      <td>1.15720</td>\n",
       "      <td>1.15722</td>\n",
       "      <td>1.157210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:25:00</th>\n",
       "      <td>1.15711</td>\n",
       "      <td>1.15712</td>\n",
       "      <td>1.157115</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Bid      Ask       Mid\n",
       "2018-06-29 00:05:00  1.15649  1.15651  1.156500\n",
       "2018-06-29 00:10:00  1.15671  1.15672  1.156715\n",
       "2018-06-29 00:15:00  1.15725  1.15727  1.157260\n",
       "2018-06-29 00:20:00  1.15720  1.15722  1.157210\n",
       "2018-06-29 00:25:00  1.15711  1.15712  1.157115"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tick_resam.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "uuid": "7730056f-4ce8-4a23-853e-f5206eb86ea7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick_resam['Mid'].plot(figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_15.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:training@tpq.io\">training@tpq.io</a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
